	{"id":1033043,"date":"2025-10-27T16:20:13","date_gmt":"2025-10-27T16:20:13","guid":{"rendered":"https:\/\/www.artefact.com\/?page_id=1033043"},"modified":"2025-11-03T14:34:57","modified_gmt":"2025-11-03T14:34:57","slug":"blog","status":"publish","type":"page","link":"https:\/\/www.artefact.com\/fr\/insights\/blog\/","title":{"rendered":"Blog (nouvelle page)"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-none nonhundred-percent-fullwidth non-hundred-percent-height-scrolling lazyload\" style=\"--awb-background-blend-mode:overlay;--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-top:80px;--awb-padding-right:80px;--awb-padding-bottom:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-top-small:120px;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-min-height:600px;--awb-min-height-medium:calc(65vh);--awb-min-height-small:calc(55vh);--awb-background-size:cover;--awb-flex-wrap:wrap;\" data-bg=\"https:\/\/www.artefact.com\/wp-content\/uploads\/2024\/07\/insight-top-banner-4.jpg\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch fusion-flex-align-content-flex-end fusion-flex-justify-content-space-between fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-flex-end\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:80%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:83.333333333333%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:0px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom:40px;--awb-margin-bottom-small:8px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;letter-spacing:var(--awb-custom_typography_7-letter-spacing);--fontSize:70;line-height:1;\">Global Blog<\/h1><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-bottom-small:8px;--awb-font-size:var(--awb-typography3-font-size);\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:var(--awb-typography3-font-family);font-weight:var(--awb-typography3-font-weight);font-style:var(--awb-typography3-font-style);margin:0;letter-spacing:var(--awb-typography3-letter-spacing);text-transform:var(--awb-typography3-text-transform);font-size:1em;--fontSize:20;line-height:1.2;\">Inspirez-vous de nos derniers articles de blog.<\/h2><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background 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style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div style=\"text-align:center;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-bottom:0px;\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" data-hover=\"bg_slide_left\" href=\"https:\/\/medium.com\/artefact-engineering-and-data-science\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">Blog Medium de 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8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/thinking-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"La r\u00e9flexion \u00e0 l&#039;\u00e8re de l&#039;IA\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Thinking in the age of AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI.png\" class=\"img-responsive wp-image-1332710 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">La r\u00e9flexion \u00e0 l'\u00e8re de l'IA<\/h3><\/div><div class=\"fusion-text fusion-text-1 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>L'intelligence n'a jamais \u00e9t\u00e9 aussi bon march\u00e9. La r\u00e9flexion n'a jamais \u00e9t\u00e9 aussi co\u00fbteuse. Malheureusement, la plupart des organisations consacrent leur budget \u00e0 la premi\u00e8re et n\u00e9gligent la seconde. Le contenu g\u00e9n\u00e9r\u00e9 par l'IA n'a jamais \u00e9t\u00e9 aussi facile \u00e0 rep\u00e9rer, comme vous le savez sans doute d\u00e9j\u00e0. Il suffit de jeter un coup d\u2019\u0153il \u00e0 une pr\u00e9sentation ou de lire les trois premi\u00e8res lignes d\u2019un e-mail pour savoir imm\u00e9diatement si le texte a \u00e9t\u00e9 r\u00e9dig\u00e9 par une personne ou par une IA. Ce ph\u00e9nom\u00e8ne ne fera que s\u2019accentuer \u00e0 mesure que les mod\u00e8les s\u2019am\u00e9lioreront.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-1\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Thinking in the age of AI\" data-description=\"Intelligence has never been cheaper. Thinking has never been more expensive. Unfortunately, most organizations budget for the first and starve the second.AI content has never been easier to spot, as you\u2019re probably well aware. You glance at a deck, or read the first three lines of an email, and immediately know whether it was written\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/thinking-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thinking%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthinking-in-the-age-of-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthinking-in-the-age-of-ai%2F&amp;title=Thinking%20in%20the%20age%20of%20AI&amp;summary=Intelligence%20has%20never%20been%20cheaper.%20Thinking%20has%20never%20been%20more%20expensive.%20Unfortunately%2C%20most%20organizations%20budget%20for%20the%20first%20and%20starve%20the%20second.%0D%0A%0D%0AAI%20content%20has%20never%20been%20easier%20to%20spot%2C%20as%20you%E2%80%99re%20probably%20well%20aware.%20You%20glance%20at%20a%20deck%2C%20or%20read%20the%20first%20three%20lines%20of%20an%20email%2C%20and%20immediately%20know%20whether%20it%20was%20written\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/thinking-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-3 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-2\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-mobile-money-to-ai-agents-why-africas-next-leapfrog-is-already-within-reach\/\" target=\"_self\" aria-label=\"Du paiement mobile aux agents IA\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From Mobile Money to AI Agents: why Africa&#8217;s next leapfrog is already within reach\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26.png\" class=\"img-responsive wp-image-1332427 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Template-Website-Banner-26.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Du paiement mobile aux agents IA : pourquoi le prochain bond en avant de l'Afrique est d\u00e9j\u00e0 \u00e0 port\u00e9e de main<\/h3><\/div><div class=\"fusion-text fusion-text-3 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Automatisation. Rapidit\u00e9. \u00c9chelle. Tout ce que le secteur du luxe a toujours rejet\u00e9. Et pourtant, les agents d\u2019IA pourraient bien \u00eatre la premi\u00e8re technologie capable d\u2019offrir ce que le secteur promet depuis des d\u00e9cennies sans jamais vraiment y parvenir : conna\u00eetre chaque client comme s\u2019il \u00e9tait votre seul et unique client.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-2\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From Mobile Money to AI Agents: why Africa&#8217;s next leapfrog is already within reach\" data-description=\"Ten days ago, alongside Deon van Heerden, our CEO for South Africa, and Fabrice Zapfack, our CEO for C\u00f4te d&#039;Ivoire, I spent time in Nairobi at Africa Forward and in Kigali at the Africa CEO Forum. We met dozens of clients, prospects, partners and policymakers: ministers, regulators, public sector leaders.One conviction came back,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/from-mobile-money-to-ai-agents-why-africas-next-leapfrog-is-already-within-reach\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-2\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20Mobile%20Money%20to%20AI%20Agents%3A%20why%20Africa%E2%80%99s%20next%20leapfrog%20is%20already%20within%20reach&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-mobile-money-to-ai-agents-why-africas-next-leapfrog-is-already-within-reach%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-mobile-money-to-ai-agents-why-africas-next-leapfrog-is-already-within-reach%2F&amp;title=From%20Mobile%20Money%20to%20AI%20Agents%3A%20why%20Africa%26%238217%3Bs%20next%20leapfrog%20is%20already%20within%20reach&amp;summary=Ten%20days%20ago%2C%20alongside%20Deon%20van%20Heerden%2C%20our%20CEO%20for%20South%20Africa%2C%20and%20Fabrice%20Zapfack%2C%20our%20CEO%20for%20C%C3%B4te%20d%26%23039%3BIvoire%2C%20I%20spent%20time%20in%20Nairobi%20at%20Africa%20Forward%20and%20in%20Kigali%20at%20the%20Africa%20CEO%20Forum.%20We%20met%20dozens%20of%20clients%2C%20prospects%2C%20partners%20and%20policymakers%3A%20ministers%2C%20regulators%2C%20public%20sector%20leaders.%0D%0A%0D%0AOne%20conviction%20came%20back%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-5 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-3 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-mobile-money-to-ai-agents-why-africas-next-leapfrog-is-already-within-reach\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-6 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-7 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-4\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology luxury\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-3 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\" target=\"_self\" aria-label=\"Voir l\u2019invisible \u2013 Le luxe \u00e0 l\u2019\u00e8re des agents : le point de vue de Artefact\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Seeing the invisible &#8211; Luxury in the age of agents: Artefact\u2019s perspective\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective.png\" class=\"img-responsive wp-image-1320394 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Seeing-the-invisible-Luxury-in-the-age-of-agents_Artefacts-perspective.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Voir l\u2019invisible \u2013 Le luxe \u00e0 l\u2019\u00e8re des agents : le point de vue de Artefact<\/h3><\/div><div class=\"fusion-text fusion-text-5 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Automatisation. Rapidit\u00e9. \u00c9chelle. Tout ce que le secteur du luxe a toujours rejet\u00e9. Et pourtant, les agents d\u2019IA pourraient bien \u00eatre la premi\u00e8re technologie capable d\u2019offrir ce que le secteur promet depuis des d\u00e9cennies sans jamais vraiment y parvenir : conna\u00eetre chaque client comme s\u2019il \u00e9tait votre seul et unique client.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-8 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-3\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Seeing the invisible &#8211; Luxury in the age of agents: Artefact\u2019s perspective\" data-description=\"Automation. Speed. Scale. Everything luxury has always refused. And yet, AI agents may be the first technology capable of delivering what the industry has promised for decades but never quite managed to completely achieve: knowing every client as if they were your only one.The luxury promise and the gap behind itLuxury doesn&#039;t sell products; it\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-3\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Seeing%20the%20invisible%20%E2%80%93%20Luxury%20in%20the%20age%20of%20agents%3A%20Artefact%E2%80%99s%20perspective&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fseeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fseeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective%2F&amp;title=Seeing%20the%20invisible%20%26%238211%3B%20Luxury%20in%20the%20age%20of%20agents%3A%20Artefact%E2%80%99s%20perspective&amp;summary=Automation.%20Speed.%20Scale.%20Everything%20luxury%20has%20always%20refused.%20And%20yet%2C%20AI%20agents%20may%20be%20the%20first%20technology%20capable%20of%20delivering%20what%20the%20industry%20has%20promised%20for%20decades%20but%20never%20quite%20managed%20to%20completely%20achieve%3A%20knowing%20every%20client%20as%20if%20they%20were%20your%20only%20one.%0D%0AThe%20luxury%20promise%20and%20the%20gap%20behind%20it%0D%0ALuxury%20doesn%26%23039%3Bt%20sell%20products%3B%20it\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-9 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-4 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-10 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-3 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-11 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-6\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>25 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-4 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-when-buying-becomes-delegating\/\" target=\"_self\" aria-label=\"Le commerce par procuration \u2013 Quand acheter, c&#039;est d\u00e9l\u00e9guer\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic commerce: When buying becomes delegating\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating.png\" class=\"img-responsive wp-image-1320136 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Agentic-commerce-When-buying-becomes-delegating.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le commerce par procuration : quand acheter, c'est d\u00e9l\u00e9guer<\/h3><\/div><div class=\"fusion-text fusion-text-7 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>En l'espace de quelques ann\u00e9es seulement, l'IA g\u00e9n\u00e9rative est pass\u00e9e du statut de nouveaut\u00e9 \u00e0 celui de porte d'entr\u00e9e incontournable. Les grands mod\u00e8les linguistiques (LLM) g\u00e9n\u00e8rent d\u00e9j\u00e0 pr\u00e8s de 45 milliards de visites par mois, soit l'\u00e9quivalent de 56% du volume de recherche traditionnel, qui stagne depuis des ann\u00e9es.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-12 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-4\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic commerce: When buying becomes delegating\" data-description=\"Why the next brand battleground will be fought in front of agents, not humans.In just a few years, generative AI has moved from novelty to default front door. Large language models (LLMs) already attract close to 45 billion visits per month, the equivalent of 56% of traditional search volume, which has plateaued for years. But\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-4\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-commerce-when-buying-becomes-delegating%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-commerce-when-buying-becomes-delegating%2F&amp;title=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;summary=Why%20the%20next%20brand%20battleground%20will%20be%20fought%20in%20front%20of%20agents%2C%20not%20humans.%0D%0AIn%20just%20a%20few%20years%2C%20generative%20AI%20has%20moved%20from%20novelty%20to%20default%20front%20door.%20Large%20language%20models%20%28LLMs%29%20already%20attract%20close%20to%2045%20billion%20visits%20per%20month%2C%20the%20equivalent%20of%2056%25%20of%20traditional%20search%20volume%2C%20which%20has%20plateaued%20for%20years.%20But\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-13 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-5 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-14 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-4 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-15 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-8\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>25 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column diversity-inclusion\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-5 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\" target=\"_self\" aria-label=\"Comment les entreprises peuvent favoriser l&#039;inclusion des personnes LGBTQIAPN+ gr\u00e2ce \u00e0 des changements structurels concrets\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How companies can foster LGBTQIAPN+ inclusion through meaningful structural change\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change.png\" class=\"img-responsive wp-image-1320004 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/How-companies-can-foster-LGBTQIAPN-inclusion-through-meaningful-structural-change.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Comment les entreprises peuvent favoriser l'inclusion des personnes LGBTQIAPN+ gr\u00e2ce \u00e0 des changements structurels concrets<\/h3><\/div><div class=\"fusion-text fusion-text-9 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Chaque ann\u00e9e, le Mois de la fiert\u00e9 donne lieu \u00e0 des campagnes, des contenus et des initiatives de marque autour de la cause LGBTQIAPN+. C'est un moment important pour la visibilit\u00e9, mais le march\u00e9 lui-m\u00eame se pose de plus en plus la question suivante : que se passe-t-il ensuite ? Des \u00e9tudes r\u00e9centes envoient un signal clair : les audiences souhaitent voir moins de communications ponctuelles et davantage de structures concr\u00e8tes.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-16 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-5\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How companies can foster LGBTQIAPN+ inclusion through meaningful structural change\" data-description=\"Every year, Pride Month drives campaigns, content, and brand initiatives around the LGBTQIAPN+ cause. It is an important moment for visibility, but the market itself has increasingly been asking: what comes after that? Recent research points to a clear signal: audiences want to see less one-off communication and more concrete structure. A global Ipsos survey\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-5\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20companies%20can%20foster%20LGBTQIAPN%2B%20inclusion%20through%20meaningful%20structural%20change&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fhow-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fhow-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change%2F&amp;title=How%20companies%20can%20foster%20LGBTQIAPN%2B%20inclusion%20through%20meaningful%20structural%20change&amp;summary=Every%20year%2C%20Pride%20Month%20drives%20campaigns%2C%20content%2C%20and%20brand%20initiatives%20around%20the%20LGBTQIAPN%2B%20cause.%20It%20is%20an%20important%20moment%20for%20visibility%2C%20but%20the%20market%20itself%20has%20increasingly%20been%20asking%3A%20what%20comes%20after%20that%3F%20Recent%20research%20points%20to%20a%20clear%20signal%3A%20audiences%20want%20to%20see%20less%20one-off%20communication%20and%20more%20concrete%20structure.%20A%20global%20Ipsos%20survey\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-17 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-6 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-18 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-5 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-19 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-10\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>25 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-6 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\" target=\"_self\" aria-label=\"Article \u2013 Agents d&#039;IA \u00e0 long terme_2e partie : trois approches qui fonctionnent r\u00e9ellement\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Own channels, real data: Why CRM strategy must be a C-Suite decision and why it rarely is\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work.png\" class=\"img-responsive wp-image-1083987 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-Long-Run-AI-Agents_Part-2-Three-Approaches-That-Actually-Work.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Canaux propres, v\u00e9ritable data : pourquoi la strat\u00e9gie CRM doit relever d'une d\u00e9cision de la direction g\u00e9n\u00e9rale et pourquoi c'est rarement le cas<\/h3><\/div><div class=\"fusion-text fusion-text-11 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La plupart des projets CRM et CDP sur lesquels je travaille en Allemagne n\u2019\u00e9chouent pas \u00e0 cause de la technologie. Ils \u00e9chouent avant m\u00eame que le premier pipeline data ne soit mis en place. Les directeurs marketing continuent pour l\u2019essentiel de diriger la strat\u00e9gie marketing en silos : marque A, canal B, campagne C. Mais le client ne voit pas ces silos. Il s\u2019agit d\u2019un voyageur d\u2019affaires qui r\u00e9serve un surclassement le lundi. D\u2019un acheteur familial \u00e0 la recherche de promotions pour le week-end le vendredi. D\u2019un assur\u00e9 qui renouvelle son contrat en octobre. La m\u00eame personne. Trois micro-personas distinctes. Trois points de contact diff\u00e9rents. Et dans la base data : un profil plat comprenant une date de naissance et une liste de toutes les transactions.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-20 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-6\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Own channels, real data: Why CRM strategy must be a C-Suite decision and why it rarely is\" data-description=\"Most CRM and CDP projects I work on in Germany don&#039;t fail because of the technology. They fail before the first data pipeline is built. CMOs still largely lead marketing strategy within silos, brand A, channel B, campaign C. But the customer doesn&#039;t see silos. They are a business traveller booking an upgrade on Monday.\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-6\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Own%20channels%2C%20real%20data%3A%20Why%20CRM%20strategy%20must%20be%20a%20C-Suite%20decision%20and%20why%20it%20rarely%20is&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fown-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fown-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is%2F&amp;title=Own%20channels%2C%20real%20data%3A%20Why%20CRM%20strategy%20must%20be%20a%20C-Suite%20decision%20and%20why%20it%20rarely%20is&amp;summary=Most%20CRM%20and%20CDP%20projects%20I%20work%20on%20in%20Germany%20don%26%23039%3Bt%20fail%20because%20of%20the%20technology.%20They%20fail%20before%20the%20first%20data%20pipeline%20is%20built.%20CMOs%20still%20largely%20lead%20marketing%20strategy%20within%20silos%2C%20brand%20A%2C%20channel%20B%2C%20campaign%20C.%20But%20the%20customer%20doesn%26%23039%3Bt%20see%20silos.%20They%20are%20a%20business%20traveller%20booking%20an%20upgrade%20on%20Monday.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-21 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-7 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-22 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-6 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-23 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-12\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-7 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\" target=\"_self\" aria-label=\"Article de Ghadi Hobeika\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Beyond the Sandbox: How to unlock measurable business value from agentic AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2.png\" class=\"img-responsive wp-image-1276920 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/2-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Au-del\u00e0 du bac \u00e0 sable : comment tirer une valeur commerciale mesurable de l'IA autonome<\/h3><\/div><div class=\"fusion-text fusion-text-13 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Si l'IA promet un service plus rapide et une prise de d\u00e9cision plus nuanc\u00e9e, une grande partie de ce potentiel reste confin\u00e9e au stade exp\u00e9rimental. D\u00e9couvrez comment les grandes entreprises vont au-del\u00e0 des simples projets pilotes d'IA, surmontent les obstacles li\u00e9s \u00e0 l'adoption par le personnel et int\u00e8grent des flux de travail autonomes dans leurs processus m\u00e9tier cl\u00e9s afin de g\u00e9n\u00e9rer un retour sur investissement r\u00e9el et mesurable.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-24 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-7\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Beyond the Sandbox: How to unlock measurable business value from agentic AI\" data-description=\"Agentic AI has unique potential, but realizing it is not as simple as providing employees with the tools; rather, organizations must implement it intelligently.AI promises faster service, nuanced decision-making, and organized data. Today, much of that potential is stuck in many companies\u2019 \u201cAI sandbox.\u201d As a global leader in data and AI consulting,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-7\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Beyond%20the%20Sandbox%3A%20How%20to%20unlock%20measurable%20business%20value%20from%20agentic%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Funlock-business-value-from-agentic-ai-beyond-the-sandbox%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Funlock-business-value-from-agentic-ai-beyond-the-sandbox%2F&amp;title=Beyond%20the%20Sandbox%3A%20How%20to%20unlock%20measurable%20business%20value%20from%20agentic%20AI&amp;summary=Agentic%20AI%20has%20unique%20potential%2C%20but%20realizing%20it%20is%20not%20as%20simple%20as%20providing%20employees%20with%20the%20tools%3B%20rather%2C%20organizations%20must%20implement%20it%20intelligently.%0D%0AAI%20promises%20faster%20service%2C%20nuanced%20decision-making%2C%20and%20organized%20data.%20Today%2C%20much%20of%20that%20potential%20is%20stuck%20in%20many%20companies%E2%80%99%20%E2%80%9CAI%20sandbox.%E2%80%9D%20As%20a%20global%20leader%20in%20data%20and%20AI%20consulting%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-25 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-8 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-26 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-7 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-27 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-14\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-8 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\" target=\"_self\" aria-label=\"Attendre que l&#039;IA arrive \u00e0 maturit\u00e9 est un pari auquel vous risquez de ne pas survivre \u2013 Pourquoi la tendance \u00e0 l&#039;attentisme du secteur immobilier britannique constitue son plus grand risque, et par o\u00f9 commencer concr\u00e8tement\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Waiting for AI to mature is a bet you may not survive &#8211; Why the UK property sector&#8217;s instinct to wait is its biggest risk, and where to actually start\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start.png\" class=\"img-responsive wp-image-1276099 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Waiting-for-AI-to-mature-is-a-bet-you-may-not-survive-Why-the-UK-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Attendre que l'IA arrive \u00e0 maturit\u00e9 est un pari auquel vous risquez de ne pas survivre \u2013 Pourquoi la tendance \u00e0 l'attentisme du secteur immobilier britannique constitue son plus grand risque, et par o\u00f9 commencer concr\u00e8tement<\/h3><\/div><div class=\"fusion-text fusion-text-15 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>J'ai rencontr\u00e9 \u00e0 ce jour d'innombrables dirigeants du secteur immobilier qui sont sinc\u00e8rement surpris par la lenteur de l'adoption de l'IA au sein de leur propre entreprise, alors m\u00eame qu'ils ont activ\u00e9 Copilot pour toutes leurs \u00e9quipes. Le sch\u00e9ma est remarquablement constant. Une licence est achet\u00e9e, souvent la moins ch\u00e8re disponible, peu ou pas de formation r\u00e9elle est dispens\u00e9e, puis la direction attend une transformation qui ne se produit jamais. L'adoption reste faible, la frustration grandit et le changement radical promis se fait attendre. L'hypoth\u00e8se sous-jacente est que mettre un outil puissant entre les mains des employ\u00e9s revient \u00e0 changer leur fa\u00e7on de travailler.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-28 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-8\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Waiting for AI to mature is a bet you may not survive &#8211; Why the UK property sector&#8217;s instinct to wait is its biggest risk, and where to actually start\" data-description=\"I have now met with countless property executives who are genuinely surprised at the low pace of AI adoption inside their own firms, despite having switched on Copilot for all their teams. The pattern is remarkably consistent. A licence is bought, often the cheapest available, little or no real training is provided, and leadership then\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-8\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Waiting%20for%20AI%20to%20mature%20is%20a%20bet%20you%20may%20not%20survive%20%E2%80%93%20Why%20the%20UK%20property%20sector%E2%80%99s%20instinct%20to%20wait%20is%20its%20biggest%20risk%2C%20and%20where%20to%20actually%20start&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fwaiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fwaiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start%2F&amp;title=Waiting%20for%20AI%20to%20mature%20is%20a%20bet%20you%20may%20not%20survive%20%26%238211%3B%20Why%20the%20UK%20property%20sector%26%238217%3Bs%20instinct%20to%20wait%20is%20its%20biggest%20risk%2C%20and%20where%20to%20actually%20start&amp;summary=I%20have%20now%20met%20with%20countless%20property%20executives%20who%20are%20genuinely%20surprised%20at%20the%20low%20pace%20of%20AI%20adoption%20inside%20their%20own%20firms%2C%20despite%20having%20switched%20on%20Copilot%20for%20all%20their%20teams.%20The%20pattern%20is%20remarkably%20consistent.%20A%20licence%20is%20bought%2C%20often%20the%20cheapest%20available%2C%20little%20or%20no%20real%20training%20is%20provided%2C%20and%20leadership%20then\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-29 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-9 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/waiting-for-ai-to-mature-is-a-bet-you-may-not-survive-why-the-uk-property-sectors-instinct-to-wait-is-its-biggest-risk-and-where-to-actually-start\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-30 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-8 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-31 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-16\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column automotive\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-9 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\" target=\"_self\" aria-label=\"L&#039;entreprise de la conduite autonome \u2013 Pourquoi les constructeurs automobiles ont besoin d&#039;une IA dot\u00e9e d&#039;autonomie d\u00e9cisionnelle avant de passer aux voitures enti\u00e8rement autonomes\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The self-driving enterprise: Why carmakers need agentic AI before fully autonomous cars\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars.png\" class=\"img-responsive wp-image-1275960 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/The-self-driving-enterprise-Why-carmakers-need-agentic-AI-before-fully-autonomous-cars.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L'entreprise de la conduite autonome : pourquoi les constructeurs automobiles ont besoin d'une IA dot\u00e9e d'autonomie d\u00e9cisionnelle avant de passer aux voitures enti\u00e8rement autonomes<\/h3><\/div><div class=\"fusion-text fusion-text-17 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>L'industrie automobile est confront\u00e9e \u00e0 un paradoxe. Les constructeurs automobiles investissent des milliards pour d\u00e9velopper des v\u00e9hicules capables de d\u00e9tecter leur environnement, d'\u00e9valuer les risques et d'agir sans intervention humaine ; pourtant, les organisations qui fabriquent ces v\u00e9hicules s'appuient toujours sur des cycles de planification annuels, des cha\u00eenes de d\u00e9cision manuelles et des syst\u00e8mes qui n'ont pas \u00e9t\u00e9 con\u00e7us pour communiquer entre eux. Les v\u00e9hicules deviennent autonomes plus rapidement que les entreprises qui les produisent. Ce d\u00e9calage n\u2019est plus une simple curiosit\u00e9 strat\u00e9gique. Dans un secteur confront\u00e9 \u00e0 la fois \u00e0 la pression de l'\u00e9lectrification, aux architectures de v\u00e9hicules d\u00e9finies par logiciel, \u00e0 la compression des marges et \u00e0 l'intensification de la concurrence des constructeurs chinois qui devancent les \u00e9quipementiers occidentaux tant en termes de co\u00fbts que d'int\u00e9gration de l'IA, la latence d\u00e9cisionnelle est devenue un handicap structurel.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-32 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-9\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The self-driving enterprise: Why carmakers need agentic AI before fully autonomous cars\" data-description=\"Executive summaryThe automotive industry is in the grip of a paradox. OEMs are spending billions to develop vehicles that can sense their environment, reason about risk, and act without human intervention \u2014 yet the organisations building those vehicles still rely on annual planning cycles, manual decision chains, and systems that were not designed to communicate\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-9\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20self-driving%20enterprise%3A%20Why%20carmakers%20need%20agentic%20AI%20before%20fully%20autonomous%20cars&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars%2F&amp;title=The%20self-driving%20enterprise%3A%20Why%20carmakers%20need%20agentic%20AI%20before%20fully%20autonomous%20cars&amp;summary=Executive%20summary%0D%0AThe%20automotive%20industry%20is%20in%20the%20grip%20of%20a%20paradox.%20OEMs%20are%20spending%20billions%20to%20develop%20vehicles%20that%20can%20sense%20their%20environment%2C%20reason%20about%20risk%2C%20and%20act%20without%20human%20intervention%20%E2%80%94%20yet%20the%20organisations%20building%20those%20vehicles%20still%20rely%20on%20annual%20planning%20cycles%2C%20manual%20decision%20chains%2C%20and%20systems%20that%20were%20not%20designed%20to%20communicate\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-33 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-10 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-34 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-9 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-35 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-18\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 juin 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-10 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\" target=\"_self\" aria-label=\"L&#039;IA agentique et l&#039;avenir de la mesure en continu\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI and the Future of Always-On Measurement\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement.png\" class=\"img-responsive wp-image-1227036 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Agentic-AI-and-the-Future-of-Always-On-Measurement.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L'IA agentique et l'avenir de la mesure en continu<\/h3><\/div><div class=\"fusion-text fusion-text-19 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Les \u00e9quipes SEO de Artefact au Benelux et en Allemagne ont uni leurs forces pour organiser un sommet de partage des connaissances \u00e0 l&#x27;\u00e9chelle de plusieurs march\u00e9s, ax\u00e9 sur AI, l&#x27;automatisation et l&#x27;avenir du r\u00e9f\u00e9rencement. De la rationalisation des flux de travail avec AI \u00e0 l&#x27;am\u00e9lioration des strat\u00e9gies GEO (Generative Engine Optimization) pour les moteurs de recherche bas\u00e9s sur AI, cette collaboration renforce le r\u00e9seau One Artefact et offre des solutions de r\u00e9f\u00e9rencement plus intelligentes et plus \u00e9volutives aux clients internationaux.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-36 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-10\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI and the Future of Always-On Measurement\" data-description=\"&nbsp;Download the White Paper In part one of this series of two articles on Artefact\u2019s white paper, \u201cPredict, Act, Optimize: Transforming Marketing Measurement with Agentic AI\u201d, we explored the &quot;Golden Triangle&quot; of marketing measurement, demonstrating how Marketing Mix Modeling (MMM), Incrementality Testing, and Attribution work together to\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-10\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%20and%20the%20Future%20of%20Always-On%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-ai-and-the-future-of-always-on-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-ai-and-the-future-of-always-on-measurement%2F&amp;title=Agentic%20AI%20and%20the%20Future%20of%20Always-On%20Measurement&amp;summary=%26nbsp%3B%0D%0A%0D%0A%0D%0A%0D%0ADownload%20the%20White%20Paper%20%0D%0A%0D%0AIn%20part%20one%20of%20this%20series%20of%20two%20articles%20on%20Artefact%E2%80%99s%20white%20paper%2C%20%E2%80%9CPredict%2C%20Act%2C%20Optimize%3A%20Transforming%20Marketing%20Measurement%20with%20Agentic%20AI%E2%80%9D%2C%20we%20explored%20the%20%26quot%3BGolden%20Triangle%26quot%3B%20of%20marketing%20measurement%2C%20demonstrating%20how%20Marketing%20Mix%20Modeling%20%28MMM%29%2C%20Incrementality%20Testing%2C%20and%20Attribution%20work%20together%20to\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-37 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-11 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-38 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-10 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-39 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-20\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-13 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-11 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\" target=\"_self\" aria-label=\"Ma\u00eetriser le triangle d&#039;or des mesures marketing-2\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Mastering the Golden Triangle of Marketing Measurement\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2.png\" class=\"img-responsive wp-image-1227033 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Mastering-the-Golden-Triangle-of-Marketing-Measurement-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-13 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Ma\u00eetriser le triangle d'or de la mesure du marketing<\/h3><\/div><div class=\"fusion-text fusion-text-21 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Les \u00e9quipes SEO de Artefact au Benelux et en Allemagne ont uni leurs forces pour organiser un sommet de partage des connaissances \u00e0 l&#x27;\u00e9chelle de plusieurs march\u00e9s, ax\u00e9 sur AI, l&#x27;automatisation et l&#x27;avenir du r\u00e9f\u00e9rencement. De la rationalisation des flux de travail avec AI \u00e0 l&#x27;am\u00e9lioration des strat\u00e9gies GEO (Generative Engine Optimization) pour les moteurs de recherche bas\u00e9s sur AI, cette collaboration renforce le r\u00e9seau One Artefact et offre des solutions de r\u00e9f\u00e9rencement plus intelligentes et plus \u00e9volutives aux clients internationaux.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-40 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-11\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Mastering the Golden Triangle of Marketing Measurement\" data-description=\"&nbsp;For modern marketing leaders, the pressure to prove ROI has never been higher. Yet, despite having more data than ever, more than 70% of CMOs surveyed report being unable to dynamically adjust their marketing spending based on marketing effectiveness. Many find\u00a0themselves defending their budgets while trying to\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-11\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fmastering-the-golden-triangle-of-marketing-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fmastering-the-golden-triangle-of-marketing-measurement%2F&amp;title=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;summary=%26nbsp%3B%0D%0A%0D%0AFor%20modern%20marketing%20leaders%2C%20the%20pressure%20to%20prove%20ROI%20has%20never%20been%20higher.%20Yet%2C%20despite%20having%20more%20data%20than%20ever%2C%20more%20than%2070%25%20of%20CMOs%20surveyed%20report%20being%20unable%20to%20dynamically%20adjust%20their%20marketing%20spending%20based%20on%20marketing%20effectiveness.%20Many%20find%C2%A0themselves%20defending%20their%20budgets%20while%20trying%20to\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-41 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-12 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-42 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-11 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-43 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-22\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-14 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-12 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\" target=\"_self\" aria-label=\"sans nom (13)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Below the waterline: The four layers of an AI-Native Company\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13.webp\" class=\"img-responsive wp-image-1226396 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/unnamed-13.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-14 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Sous la ligne de flottaison :  Les quatre couches d'une entreprise native de l'IA<\/h3><\/div><div class=\"fusion-text fusion-text-23 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La gestion de patrimoine est bloqu\u00e9e dans le pass\u00e9. Les clients vivent dans un monde o\u00f9 les recommandations de YouTube, TikTok ou Amazon sont hyperpersonnalis\u00e9es et sans effort, alors que les banques proposent des produits en s'appuyant sur des r\u00e8gles, une segmentation maladroite et les suppositions de leurs conseillers. Les banques ont du mal \u00e0 r\u00e9pondre aux attentes des clients et \u00e0 la complexit\u00e9 des portefeuilles actuels. Hybrid AI peut changer cela. En fusionnant l'apprentissage automatique, la discipline d'optimisation des portefeuilles et l'intelligence contextuelle des grands mod\u00e8les de langage, r\u00e9gis par une couche Agentic AI, les gestionnaires de patrimoine peuvent fournir des recommandations qui semblent intelligentes, personnelles et opportunes.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-44 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-12\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Below the waterline: The four layers of an AI-Native Company\" data-description=\"&nbsp;Most CTOs in 2026 are designing AI strategy at the visible layer of the stack. They are buying Copilot seats, rolling out enterprise chatbots, and assembling a portfolio of vendor licenses. The work is real, and in many companies it has produced a measurable bump in productivity.\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-12\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Below%20the%20waterline%3A%20%20The%20four%20layers%20of%20an%20AI-Native%20Company&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fbelow-the-waterline-the-four-layers-of-an-ai-native-company%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fbelow-the-waterline-the-four-layers-of-an-ai-native-company%2F&amp;title=Below%20the%20waterline%3A%20%20The%20four%20layers%20of%20an%20AI-Native%20Company&amp;summary=%26nbsp%3B%0D%0A%0D%0AMost%20CTOs%20in%202026%20are%20designing%20AI%20strategy%20at%20the%20visible%20layer%20of%20the%20stack.%20They%20are%20buying%20Copilot%20seats%2C%20rolling%20out%20enterprise%20chatbots%2C%20and%20assembling%20a%20portfolio%20of%20vendor%20licenses.%20The%20work%20is%20real%2C%20and%20in%20many%20companies%20it%20has%20produced%20a%20measurable%20bump%20in%20productivity.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-45 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-13 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-46 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-12 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-47 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-24\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-15 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-13 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/transforming-wealth-management-with-hybrid-ai\/\" target=\"_self\" aria-label=\"Article - Transformer la gestion de patrimoine avec Hybrid AI\"><img decoding=\"async\" width=\"2560\" height=\"1572\" alt=\"Transforming Wealth Management with Hybrid AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-scaled.jpg\" class=\"img-responsive wp-image-1221152 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-400x246.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-600x368.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-800x491.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-1200x737.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Transforming-Wealth-Management-with-Hybrid-AI-scaled.jpg 2560w\" sizes=\"(max-width: 640px) 100vw, 2560px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-15 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Transformer la gestion de patrimoine avec Hybrid IA<\/h3><\/div><div class=\"fusion-text fusion-text-25 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La gestion de patrimoine est bloqu\u00e9e dans le pass\u00e9. Les clients vivent dans un monde o\u00f9 les recommandations de YouTube, TikTok ou Amazon sont hyperpersonnalis\u00e9es et sans effort, alors que les banques proposent des produits en s'appuyant sur des r\u00e8gles, une segmentation maladroite et les suppositions de leurs conseillers. Les banques ont du mal \u00e0 r\u00e9pondre aux attentes des clients et \u00e0 la complexit\u00e9 des portefeuilles actuels. Hybrid AI peut changer cela. En fusionnant l'apprentissage automatique, la discipline d'optimisation des portefeuilles et l'intelligence contextuelle des grands mod\u00e8les de langage, r\u00e9gis par une couche Agentic AI, les gestionnaires de patrimoine peuvent fournir des recommandations qui semblent intelligentes, personnelles et opportunes.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-48 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-13\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Transforming Wealth Management with Hybrid AI\" data-description=\"Executive Summary \tWealth managers struggle to match client expectations for e-commerce-style product recommendations due to complex product attributes, compliance constraints, and multi-dimensional goals. \tRule-based or segmentation-based approaches produce blunt, one-size-fits-all advice, eroding client trust and limiting scalability. \tBy overlaying machine learning models, mathematical optimization (portfolio optimization), large language models, and an Agentic AI orchestration layer,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-13\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Transforming%20Wealth%20Management%20with%20Hybrid%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ftransforming-wealth-management-with-hybrid-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ftransforming-wealth-management-with-hybrid-ai%2F&amp;title=Transforming%20Wealth%20Management%20with%20Hybrid%20AI&amp;summary=Executive%20Summary%0D%0A%0D%0A%20%09Wealth%20managers%20struggle%20to%20match%20client%20expectations%20for%20e-commerce-style%20product%20recommendations%20due%20to%20complex%20product%20attributes%2C%20compliance%20constraints%2C%20and%20multi-dimensional%20goals.%0D%0A%20%09Rule-based%20or%20segmentation-based%20approaches%20produce%20blunt%2C%20one-size-fits-all%20advice%2C%20eroding%20client%20trust%20and%20limiting%20scalability.%0D%0A%20%09By%20overlaying%20machine%20learning%20models%2C%20mathematical%20optimization%20%28portfolio%20optimization%29%2C%20large%20language%20models%2C%20and%20an%20Agentic%20AI%20orchestration%20layer%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-49 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-14 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-50 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-13 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-51 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-26\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-16 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-14 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\" target=\"_self\" aria-label=\"article-hemanth blog\"><img decoding=\"async\" width=\"1332\" height=\"816\" alt=\"The AI Transformation That Delivers: Why Process, People, and Technology Must Move Together\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog.png\" class=\"img-responsive wp-image-1221021 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-400x245.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-600x368.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-800x490.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog-1200x735.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/article-hemanth-blog.png 1332w\" sizes=\"(max-width: 640px) 100vw, 1332px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-16 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">La transformation IA qui donne des r\u00e9sultats : Pourquoi les processus, les personnes et la technologie doivent \u00e9voluer ensemble<\/h3><\/div><div class=\"fusion-text fusion-text-27 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le march\u00e9 de la transformation num\u00e9rique au Moyen-Orient devrait atteindre $205 milliards d'euros d'ici 2031. Les strat\u00e9gies nationales des pays du Golfe, de la AI Strategy 2031 des \u00c9mirats arabes unis \u00e0 la Saudi Vision 2030 et \u00e0 la Qatar National Vision 2030, pr\u00e9voient des investissements sans pr\u00e9c\u00e9dent dans les infrastructures AI, les capacit\u00e9s souveraines et la diversification de l'\u00e9conomie. L'engagement est r\u00e9el. Mais la question d\u00e9terminante pour chaque grande organisation est de savoir si cet investissement produit une transformation \u00e0 l'\u00e9chelle de l'entreprise ou s'il reste un ensemble de projets pilotes d\u00e9connect\u00e9s les uns des autres.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-52 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-14\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The AI Transformation That Delivers: Why Process, People, and Technology Must Move Together\" data-description=\"The Middle East\u2019s digital transformation market is projected to reach $205 billion by 2031. National strategies across the Gulf, from the UAE AI Strategy 2031 to Saudi Vision 2030 and Qatar National Vision 2030, are anchoring unprecedented investment in AI infrastructure, sovereign capability, and economic diversification. The commitment is real. But the defining question for\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-14\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20AI%20Transformation%20That%20Delivers%3A%20Why%20Process%2C%20People%2C%20and%20Technology%20Must%20Move%20Together&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together%2F&amp;title=The%20AI%20Transformation%20That%20Delivers%3A%20Why%20Process%2C%20People%2C%20and%20Technology%20Must%20Move%20Together&amp;summary=The%20Middle%20East%E2%80%99s%20digital%20transformation%20market%20is%20projected%20to%20reach%20%24205%20billion%20by%202031.%20National%20strategies%20across%20the%20Gulf%2C%20from%20the%20UAE%20AI%20Strategy%202031%20to%20Saudi%20Vision%202030%20and%20Qatar%20National%20Vision%202030%2C%20are%20anchoring%20unprecedented%20investment%20in%20AI%20infrastructure%2C%20sovereign%20capability%2C%20and%20economic%20diversification.%20The%20commitment%20is%20real.%20But%20the%20defining%20question%20for\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-53 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-15 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-54 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-14 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-55 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-28\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-17 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-15 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/key-learnings-from-ukreiif-2026\/\" target=\"_self\" aria-label=\"Principaux enseignements de UKREiiF 2026\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Key Learnings from UKREiiF 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026.png\" class=\"img-responsive wp-image-1228804 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Key-Learnings-from-UKREiiF-2026.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-17 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Principaux enseignements de UKREiiF 2026<\/h3><\/div><div class=\"fusion-text fusion-text-29 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>L'immobilier est une industrie humaine. Elle est profond\u00e9ment guid\u00e9e par les relations. Les maisons ne sont pas \u00e9chang\u00e9es comme des marchandises ; elles ont une grande valeur et un faible volume de transactions. Des capitaux consid\u00e9rables sont d\u00e9ploy\u00e9s par un nombre \u00e9tonnamment restreint de personnes. Le fait qu'il s'agisse \u00e9galement d'un secteur \u00e9motionnel et souvent irrationnel n'est une r\u00e9v\u00e9lation pour personne dans la salle. Ce ne sont pas de bonnes caract\u00e9ristiques pour le d\u00e9ploiement de l'IA \u00e0 grande \u00e9chelle. Les cas d'utilisation tendent \u00e0 se concentrer sur l'automatisation du back-office, une meilleure data gestion et une prise de d\u00e9cision am\u00e9lior\u00e9e. Contrairement \u00e0 la plupart des secteurs, l'immobilier est un secteur o\u00f9 une v\u00e9ritable connaissance de l'industrie reste un avantage r\u00e9el et durable ; il y a un probl\u00e8me de confiance o\u00f9 les dirigeants ne veulent pas que les cas d'utilisation soient repris d'autres industries.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-56 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-15\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Key Learnings from UKREiiF 2026\" data-description=\"A week at UKREiiF 2026. As always, it rained throughout. Wi-Fi and 5G were laughable. Some things never change but let&#039;s talk about what has changed since last year.The mood is grim. Not panicked, just quietly resigned. &quot;We have to keep going&quot; is a sentence I heard a few times. Interest rates are still\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/key-learnings-from-ukreiif-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-15\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Key%20Learnings%20from%20UKREiiF%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fkey-learnings-from-ukreiif-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fkey-learnings-from-ukreiif-2026%2F&amp;title=Key%20Learnings%20from%20UKREiiF%202026&amp;summary=A%20week%20at%20UKREiiF%202026.%20As%20always%2C%20it%20rained%20throughout.%20Wi-Fi%20and%205G%20were%20laughable.%20Some%20things%20never%20change%20but%20let%26%23039%3Bs%20talk%20about%20what%20has%20changed%20since%20last%20year.%0D%0A%0D%0AThe%20mood%20is%20grim.%20Not%20panicked%2C%20just%20quietly%20resigned.%20%26quot%3BWe%20have%20to%20keep%20going%26quot%3B%20is%20a%20sentence%20I%20heard%20a%20few%20times.%20Interest%20rates%20are%20still\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-57 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-16 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/key-learnings-from-ukreiif-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-58 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-15 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-59 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-30\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>20 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-18 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-16 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\" target=\"_self\" aria-label=\"NL x DACH collaboration g\u00e9ographique\"><img decoding=\"async\" width=\"800\" height=\"500\" alt=\"Synergy across borders: How Artefact Benelux and DACH are scaling GEO Across Europe\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2.png\" class=\"img-responsive wp-image-1205570 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-200x125.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-400x250.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2-600x375.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-2.png 800w\" sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-18 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Une synergie transfrontali\u00e8re : comment Artefact Benelux et DACH d\u00e9veloppent GEO \u00e0 travers l&#x27;Europe<\/h3><\/div><div class=\"fusion-text fusion-text-31 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Les \u00e9quipes SEO de Artefact au Benelux et en Allemagne ont uni leurs forces pour organiser un sommet de partage des connaissances \u00e0 l&#x27;\u00e9chelle de plusieurs march\u00e9s, ax\u00e9 sur AI, l&#x27;automatisation et l&#x27;avenir du r\u00e9f\u00e9rencement. De la rationalisation des flux de travail avec AI \u00e0 l&#x27;am\u00e9lioration des strat\u00e9gies GEO (Generative Engine Optimization) pour les moteurs de recherche bas\u00e9s sur AI, cette collaboration renforce le r\u00e9seau One Artefact et offre des solutions de r\u00e9f\u00e9rencement plus intelligentes et plus \u00e9volutives aux clients internationaux.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-60 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-16\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synergy across borders: How Artefact Benelux and DACH are scaling GEO Across Europe\" data-description=\"At Artefact, we believe that the best solutions aren&#039;t born in silos, but through the cross-pollination of ideas across markets. Recently, our Benelux SEO team traveled to our German office for an intensive knowledge-sharing summit. The goal was to align our strategic frameworks and ensure our clients benefit from the collective intelligence of\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-16\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synergy%20across%20borders%3A%20How%20Artefact%20Benelux%20and%20DACH%20are%20scaling%20GEO%20Across%20Europe&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsynergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsynergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe%2F&amp;title=Synergy%20across%20borders%3A%20How%20Artefact%20Benelux%20and%20DACH%20are%20scaling%20GEO%20Across%20Europe&amp;summary=At%20Artefact%2C%20we%20believe%20that%20the%20best%20solutions%20aren%26%23039%3Bt%20born%20in%20silos%2C%20but%20through%20the%20cross-pollination%20of%20ideas%20across%20markets.%20Recently%2C%20our%20Benelux%20SEO%20team%20traveled%20to%20our%20German%20office%20for%20an%20intensive%20knowledge-sharing%20summit.%20The%20goal%20was%20to%20align%20our%20strategic%20frameworks%20and%20ensure%20our%20clients%20benefit%20from%20the%20collective%20intelligence%20of\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-61 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-17 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-62 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-16 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-63 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-32\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-19 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-17 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/state-of-play-conversational-commerce-2026\/\" target=\"_self\" aria-label=\"Commerce conversationnel\"><img decoding=\"async\" width=\"800\" height=\"500\" alt=\"State of Play: Conversational Commerce 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht.png\" class=\"img-responsive wp-image-1205442 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-200x125.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-400x250.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht-600x375.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/ATF-x-Anthropic-Claude-Code-Labs-Utrecht.png 800w\" sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-19 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u00c9tat des Lieux : Commerce Conversationnel 2026<\/h3><\/div><div class=\"fusion-text fusion-text-33 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le paysage marketing du AI s&#x27;est fragment\u00e9. Alors qu&#x27;Anthropic et Perplexity renoncent totalement \u00e0 la publicit\u00e9 pour pr\u00e9server la confiance des utilisateurs, OpenAI a lanc\u00e9 un gestionnaire de publicit\u00e9s au co\u00fbt par clic (CPC) ax\u00e9 sur la performance, et Google s&#x27;oriente vers le \u00ab shopping agentique \u00bb. Voici les cinq \u00e9volutions majeures qui redessinent le commerce conversationnel au printemps 2026, ainsi que leurs implications pour les marques europ\u00e9ennes.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-64 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-17\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"State of Play: Conversational Commerce 2026\" data-description=\"About a year ago, in April 2025, ChatGPT started surfacing product recommendations in chats, including direct links to advertiser shops. Just a few weeks later, Google launched the first betas testing the integration of paid ads into AI Overviews, AI Mode and Gemini. The question of how brands and offers can be placed\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/state-of-play-conversational-commerce-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-17\"><span><a href=\"https:\/\/x.com\/intent\/post?text=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fstate-of-play-conversational-commerce-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fstate-of-play-conversational-commerce-2026%2F&amp;title=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;summary=About%20a%20year%20ago%2C%20in%20April%202025%2C%20ChatGPT%20started%20surfacing%20product%20recommendations%20in%20chats%2C%20including%20direct%20links%20to%20advertiser%20shops.%20Just%20a%20few%20weeks%20later%2C%20Google%20launched%20the%20first%20betas%20testing%20the%20integration%20of%20paid%20ads%20into%20AI%20Overviews%2C%20AI%20Mode%20and%20Gemini.%20The%20question%20of%20how%20brands%20and%20offers%20can%20be%20placed\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-65 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-18 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/state-of-play-conversational-commerce-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-66 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-17 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-67 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-34\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-20 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column medium ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-18 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\" target=\"_self\" aria-label=\"D\u00e9tection des hallucinations dans les LLM, un token \u00e0 la fois\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Detecting Hallucinations in LLMs, One Token at a Time\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time.png\" class=\"img-responsive wp-image-1190338 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Detecting-Hallucinations-in-LLMs-One-Token-at-a-Time.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-20 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">D\u00e9tection des hallucinations dans les LLM, un token \u00e0 la fois<\/h3><\/div><div class=\"fusion-text fusion-text-35 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Les grands mod\u00e8les linguistiques sont \u00e9tonnamment capables. Ils r\u00e9sument, traduisent, raisonnent et codent (mieux que moi). Mais contrairement \u00e0 moi, ils sont \u00e9galement devenus c\u00e9l\u00e8bres pour avoir invent\u00e9 des faits avec une confiance d\u00e9concertante.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-68 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-18\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Detecting Hallucinations in LLMs, One Token at a Time\" data-description=\"How entropy-based scoring can tell you when your model is making things up \u2014 and where \u2014 wrapped up in artefactual, our Python package.Note: This article is a follow-up to the article from our friends at Ardian, detailing how crucial accountable AI is for financial institutions. Make sure to check it out!The hallucination problemLarge\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-18\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Detecting%20Hallucinations%20in%20LLMs%2C%20One%20Token%20at%20a%20Time&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fdetecting-hallucinations-in-llms-one-token-at-a-time%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fdetecting-hallucinations-in-llms-one-token-at-a-time%2F&amp;title=Detecting%20Hallucinations%20in%20LLMs%2C%20One%20Token%20at%20a%20Time&amp;summary=How%20entropy-based%20scoring%20can%20tell%20you%20when%20your%20model%20is%20making%20things%20up%20%E2%80%94%20and%20where%20%E2%80%94%20wrapped%20up%20in%20artefactual%2C%20our%20Python%20package.%0D%0A%0D%0ANote%3A%20This%20article%20is%20a%20follow-up%20to%20the%20article%20from%20our%20friends%20at%20Ardian%2C%20detailing%20how%20crucial%20accountable%20AI%20is%20for%20financial%20institutions.%20Make%20sure%20to%20check%20it%20out%21%0D%0AThe%20hallucination%20problem%0D%0ALarge\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-69 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-19 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-70 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-18 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-71 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-36\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>11 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-21 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-19 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\" target=\"_self\" aria-label=\"Survivre \u00e0 la \u00ab SaaSpocalypse \u00bb : \u00e9valuation de l&#x27;impact du mod\u00e8le AI sur les portefeuilles de logiciels\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Surviving the SaaSpocalypse: Evaluating AI Disruption in Software Portfolios\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios.png\" class=\"img-responsive wp-image-1177595 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Surviving-the-SaaSpocalypse-Evaluating-AI-Disruption-in-Software-Portfolios.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-21 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Survivre \u00e0 la \u00ab SaaSpocalypse \u00bb : \u00e9valuation de l&#x27;impact du mod\u00e8le AI sur les portefeuilles de logiciels<\/h3><\/div><div class=\"fusion-text fusion-text-37 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>M\u00eame si c&#x27;est dit sur le ton de la plaisanterie, j&#x27;ai toujours trouv\u00e9 que le conseil \u2018 ne faites jamais de pr\u00e9dictions, surtout concernant l&#x27;avenir \u2019 \u00e9tait plein de bon sens, et cela n&#x27;a jamais \u00e9t\u00e9 aussi vrai que dans l&#x27;univers AI. Il y a trois ans, AI \u00e9tait pr\u00e9sent\u00e9 comme un catalyseur pour les entreprises logicielles modernes, n\u00e9es \u00e0 l&#x27;\u00e8re du cloud ; un moyen de dynamiser des \u00e9quipes de d\u00e9veloppeurs bien dot\u00e9es en personnel et \u00e0 la pointe du secteur afin de livrer de meilleurs produits \u00e0 un rythme toujours plus soutenu.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-72 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-19\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Surviving the SaaSpocalypse: Evaluating AI Disruption in Software Portfolios\" data-description=\"Whilst tongue-in-cheek, I\u2019ve always found the advice \u2018never make predictions, especially about the future\u2019 to be solid, and never more so than in AI-land.Three years ago, AI was touted as an accelerant for modern, cloud-native software companies, super-charging well-staffed, industry-leading developer teams to deliver better products at an increasingly accelerated rate.They were hot property, and\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-19\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Surviving%20the%20SaaSpocalypse%3A%20Evaluating%20AI%20Disruption%20in%20Software%20Portfolios&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsurviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsurviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios%2F&amp;title=Surviving%20the%20SaaSpocalypse%3A%20Evaluating%20AI%20Disruption%20in%20Software%20Portfolios&amp;summary=Whilst%20tongue-in-cheek%2C%20I%E2%80%99ve%20always%20found%20the%20advice%20%E2%80%98never%20make%20predictions%2C%20especially%20about%20the%20future%E2%80%99%20to%20be%20solid%2C%20and%20never%20more%20so%20than%20in%20AI-land.%0D%0A%0D%0AThree%20years%20ago%2C%20AI%20was%20touted%20as%20an%20accelerant%20for%20modern%2C%20cloud-native%20software%20companies%2C%20super-charging%20well-staffed%2C%20industry-leading%20developer%20teams%20to%20deliver%20better%20products%20at%20an%20increasingly%20accelerated%20rate.%0D%0A%0D%0AThey%20were%20hot%20property%2C%20and\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-73 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-20 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-74 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-19 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-75 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-38\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>7 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-22 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-20 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\" target=\"_self\" aria-label=\"Article - Transformation de l&#039;IA agentique dans le secteur public_Comment les gouvernements gagnent en industrialisant l&#039;IA agentique.\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI transformation in the public sector: How governments win by industrializing agentic AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI.png\" class=\"img-responsive wp-image-1171263 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Article-Agentic-AI-transformation-in-the-public-sector_How-governments-win-by-industrializing-agentic-AI.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-22 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Transformation de l'IA agentique dans le secteur public : Comment les gouvernements gagnent en industrialisant l'IA agentique.<\/h3><\/div><div class=\"fusion-text fusion-text-39 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le secteur public se trouve \u00e0 un moment d\u00e9cisif. Avec une dette publique mondiale qui atteindra le chiffre sans pr\u00e9c\u00e9dent de $102 trillions en 2024, les gouvernements sont pris en \u00e9tau entre des forces structurelles oppos\u00e9es. D'une part, l'espace budg\u00e9taire se r\u00e9duit rapidement, avec plus de 3,4 milliards de personnes vivant dans des pays qui d\u00e9pensent plus pour les int\u00e9r\u00eats de la dette que pour la sant\u00e9 ou l'\u00e9ducation. D'autre part, les attentes des citoyens montent en fl\u00e8che, exigeant des services num\u00e9riques qui rivalisent avec la rapidit\u00e9 et la personnalisation des \"Big Tech\".<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-76 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-20\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI transformation in the public sector: How governments win by industrializing agentic AI\" data-description=\"Download the whitepaper The public sector stands at a decisive moment. With global public debt reaching an unprecedented $102 trillion in 2024, governments are caught between opposing structural forces. On one side, fiscal space is shrinking rapidly, with over 3.4 billion people living in countries that spend\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-20\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%20transformation%20in%20the%20public%20sector%3A%20How%20governments%20win%20by%20industrializing%20agentic%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-77 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-21 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-78 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-20 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-79 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-40\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-23 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-21 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\" target=\"_self\" aria-label=\"D\u00e9ploiement \u00e0 grande \u00e9chelle de AI au Moyen-Orient, l&#x27;ann\u00e9e de la concr\u00e9tisation\"><img decoding=\"async\" width=\"1582\" height=\"975\" alt=\"Scaling AI in the Middle East\u2019s &#8220;Year of Execution&#8221;\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution.png\" class=\"img-responsive wp-image-1170998 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution-1200x740.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/05\/Scaling-AI-in-the-Middle-Easts-Year-of-Execution.png 1582w\" sizes=\"(max-width: 640px) 100vw, 1582px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-23 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">D\u00e9ploiement \u00e0 grande \u00e9chelle de la solution AI au Moyen-Orient, dans le cadre de l\u201c\u201d Ann\u00e9e de la mise en \u0153uvre \u00bb<\/h3><\/div><div class=\"fusion-text fusion-text-41 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Alors que nous entrons dans le deuxi\u00e8me trimestre de 2026, le d\u00e9bat mondial autour de l&#x27;initiative AI a atteint un tournant d\u00e9cisif. L&#x27;engouement initial pour les mod\u00e8les g\u00e9n\u00e9ratifs a \u00e9volu\u00e9 vers une exigence d&#x27;impact industriel mesurable. Au Moyen-Orient, une r\u00e9gion qui sert actuellement de laboratoire mondial pour les giga- et m\u00e9gaprojets num\u00e9riques les plus ambitieux au monde, la question ne porte plus sur le potentiel du AI, mais sur ses performances \u00e0 grande \u00e9chelle.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-80 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-21\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Scaling AI in the Middle East\u2019s &#8220;Year of Execution&#8221;\" data-description=\"A reflection on Artefact\u2019s Award for the 2026 Google Cloud Partner of the Year for Artificial Intelligence in EMEA.As we move through the second quarter of 2026, the global dialogue around artificial intelligence has reached a critical turning point. The initial fascination with generative models has matured into a demand for measurable industrial impact. In\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-21\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Scaling%20AI%20in%20the%20Middle%20East%E2%80%99s%20%E2%80%9CYear%20of%20Execution%E2%80%9D&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fscaling-ai-in-the-middle-easts-year-of-execution%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fscaling-ai-in-the-middle-easts-year-of-execution%2F&amp;title=Scaling%20AI%20in%20the%20Middle%20East%E2%80%99s%20%26%238220%3BYear%20of%20Execution%26%238221%3B&amp;summary=A%20reflection%20on%20Artefact%E2%80%99s%20Award%20for%20the%202026%20Google%20Cloud%20Partner%20of%20the%20Year%20for%20Artificial%20Intelligence%20in%20EMEA.%0D%0AAs%20we%20move%20through%20the%20second%20quarter%20of%202026%2C%20the%20global%20dialogue%20around%20artificial%20intelligence%20has%20reached%20a%20critical%20turning%20point.%20The%20initial%20fascination%20with%20generative%20models%20has%20matured%20into%20a%20demand%20for%20measurable%20industrial%20impact.%20In\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-81 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-22 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-82 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-21 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-83 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-42\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-24 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-22 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/generative-vs-agentic-ai-marketing-2026\/\" target=\"_self\" aria-label=\"Marketing et agentic AI\"><img decoding=\"async\" width=\"2560\" height=\"1578\" alt=\"Generative AI vs. Agentic AI: Why 2026 is the Year of Autonomous Marketing\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-scaled.jpg\" class=\"img-responsive wp-image-1152191 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-1200x740.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Marketing-and-agentic-AI-scaled.jpg 2560w\" sizes=\"(max-width: 640px) 100vw, 2560px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-24 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">IA g\u00e9n\u00e9ratif vs IA agentique : pourquoi 2026 sera l'ann\u00e9e du marketing autonome<\/h3><\/div><div class=\"fusion-text fusion-text-43 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Alors que la \" dette de transformation \" paralyse le marketing traditionnel, l&#x27;imp\u00e9ratif strat\u00e9gique pour 2026 passe de la simple production de contenu \u00e0 l&#x27;ex\u00e9cution autonome. D\u00e9couvrez comment Agentic AI brise les cloisonnements, r\u00e9duit les d\u00e9lais de mise en \u0153uvre des campagnes et lib\u00e8re la cr\u00e9ativit\u00e9 humaine pour se consacrer \u00e0 la strat\u00e9gie de haut niveau.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-84 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-22\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Generative AI vs. Agentic AI: Why 2026 is the Year of Autonomous Marketing\" data-description=\"Modern marketing organizations are suffocating under the weight of &quot;transformation debt&quot;: a cycle of relentless technological turnover impacting fragile, siloed legacy systems. While generative AI promised a solution, it has instead created unmanageable data fragmentation, tech stack complexity, and &quot;content debt&quot;. The strategic imperative for 2026 is the transition to agentic AI, where autonomous agents\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-22\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Generative%20AI%20vs.%20Agentic%20AI%3A%20Why%202026%20is%20the%20Year%20of%20Autonomous%20Marketing&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fgenerative-vs-agentic-ai-marketing-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fgenerative-vs-agentic-ai-marketing-2026%2F&amp;title=Generative%20AI%20vs.%20Agentic%20AI%3A%20Why%202026%20is%20the%20Year%20of%20Autonomous%20Marketing&amp;summary=Modern%20marketing%20organizations%20are%20suffocating%20under%20the%20weight%20of%20%26quot%3Btransformation%20debt%26quot%3B%3A%20a%20cycle%20of%20relentless%20technological%20turnover%20impacting%20fragile%2C%20siloed%20legacy%20systems.%20While%20generative%20AI%20promised%20a%20solution%2C%20it%20has%20instead%20created%20unmanageable%20data%20fragmentation%2C%20tech%20stack%20complexity%2C%20and%20%26quot%3Bcontent%20debt%26quot%3B.%20The%20strategic%20imperative%20for%202026%20is%20the%20transition%20to%20agentic%20AI%2C%20where%20autonomous%20agents\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-85 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-23 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-86 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-22 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-87 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-44\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>29 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-25 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-23 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/china-ai-transformation-different-game\/\" target=\"_self\" aria-label=\"Article \u2013 La transformation du mod\u00e8le AI en Chine : un tout autre d\u00e9fi\"><img decoding=\"async\" width=\"1448\" height=\"1086\" alt=\"China AI Transformation &#8211; A Different Game\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game.png\" class=\"img-responsive wp-image-1148283 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-200x150.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-400x300.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-600x450.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-800x600.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game-1200x900.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-China-AI-Transformation-A-Different-Game.png 1448w\" sizes=\"(max-width: 640px) 100vw, 1448px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-25 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">La transformation chinoise AI : un tout autre jeu<\/h3><\/div><div class=\"fusion-text fusion-text-45 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>De l&#x27;\u00e9mergence de DeepSeek R1 \u00e0 la tendance virale \u201c \u00c9lever un homard \u201d (adoption d&#x27;OpenClaw), le tout en l&#x27;espace d&#x27;une seule ann\u00e9e, la technologie AI en Chine est adopt\u00e9e et d\u00e9ploy\u00e9e \u00e0 grande \u00e9chelle d&#x27;une mani\u00e8re fondamentalement diff\u00e9rente, ce qui se traduit rapidement par une valeur commerciale tangible.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-88 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-23\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"China AI Transformation &#8211; A Different Game\" data-description=\"From the breakout of DeepSeek R1 to the viral \u201cRaising a lobster\u201d trend (OpenClaw adoption), all within just a year, AI in China is being adopted and scaled in a fundamentally different way, rapidly translating into tangible commercial value.According to Stanford University\u2019s AI Index Report, 83% of Chinese consumers hold a positive attitude toward AI\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/china-ai-transformation-different-game\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-23\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%20AI%20Transformation%20%E2%80%93%20A%20Different%20Game&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fchina-ai-transformation-different-game%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fchina-ai-transformation-different-game%2F&amp;title=China%20AI%20Transformation%20%26%238211%3B%20A%20Different%20Game&amp;summary=From%20the%20breakout%20of%20DeepSeek%20R1%20to%20the%20viral%20%E2%80%9CRaising%20a%20lobster%E2%80%9D%20trend%20%28OpenClaw%20adoption%29%2C%20all%20within%20just%20a%20year%2C%20AI%20in%20China%20is%20being%20adopted%20and%20scaled%20in%20a%20fundamentally%20different%20way%2C%20rapidly%20translating%20into%20tangible%20commercial%20value.%0D%0A%0D%0AAccording%20to%20Stanford%20University%E2%80%99s%20AI%20Index%20Report%2C%2083%25%20of%20Chinese%20consumers%20hold%20a%20positive%20attitude%20toward%20AI\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-89 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-24 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/china-ai-transformation-different-game\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-90 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-23 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-91 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-46\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>28 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-26 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-24 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\" target=\"_self\" aria-label=\"strat\u00e9gie-ia-google-shopping-luxe\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI Resurrected 40% of a Product Catalog\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe.png\" class=\"img-responsive wp-image-1143326 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/strategie-ia-google-shopping-luxe.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-26 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Comment l'IA a redonn\u00e9 vie au 40% d'un catalogue de produits<\/h3><\/div><div class=\"fusion-text fusion-text-47 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Comment une marque de beaut\u00e9 haut de gamme a-t-elle r\u00e9ussi, en quelques semaines seulement, \u00e0 r\u00e9duire consid\u00e9rablement ses \" produits fant\u00f4mes \", \u00e0 am\u00e9liorer la visibilit\u00e9 de son catalogue et \u00e0 r\u00e9duire drastiquement ses co\u00fbts d&#x27;acquisition de trafic ? Cet article examine la mise en \u0153uvre strat\u00e9gique de AI qui a rendu cela possible.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-92 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-24\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How AI Resurrected 40% of a Product Catalog\" data-description=\"When a leader in the premium beauty sector discovers that half of its catalog is invisible to Google.How did a premium beauty brand significantly reduce its &quot;zombie products,&quot; boost catalog visibility, and slash traffic costs in just a few weeks? This article examines the strategic deployment of AI that made it possible.The Invisible ProblemIn the\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-24\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20Resurrected%2040%25%20of%20a%20Product%20Catalog&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fcomment-lia-a-ressuscite-40-dun-catalogue-produit%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fcomment-lia-a-ressuscite-40-dun-catalogue-produit%2F&amp;title=How%20AI%20Resurrected%2040%25%20of%20a%20Product%20Catalog&amp;summary=When%20a%20leader%20in%20the%20premium%20beauty%20sector%20discovers%20that%20half%20of%20its%20catalog%20is%20invisible%20to%20Google.%0D%0A%0D%0AHow%20did%20a%20premium%20beauty%20brand%20significantly%20reduce%20its%20%26quot%3Bzombie%20products%2C%26quot%3B%20boost%20catalog%20visibility%2C%20and%20slash%20traffic%20costs%20in%20just%20a%20few%20weeks%3F%20This%20article%20examines%20the%20strategic%20deployment%20of%20AI%20that%20made%20it%20possible.%0D%0AThe%20Invisible%20Problem%0D%0AIn%20the\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-93 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-25 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-94 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-24 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-95 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-48\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>21 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-27 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing consumer-goods-services\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-25 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\" target=\"_self\" aria-label=\"data et AI NL 31 mars\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why marketing measurement still falls short, and how Agentic AI closes the gap (incl. demo)\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1.png\" class=\"img-responsive wp-image-1138790 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Template-Banner-website-6-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-27 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Pourquoi la mesure des performances marketing reste insuffisante, et comment Agentic IA comble cette lacune (avec d\u00e9monstration)<\/h3><\/div><div class=\"fusion-text fusion-text-49 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans cet article, nous examinons comment la solution AI, dot\u00e9e d&#x27;une intelligence artificielle, r\u00e9volutionne la mesure marketing en automatisant l&#x27;analyse, en guidant la prise de d\u00e9cision et en acc\u00e9l\u00e9rant la mise en \u0153uvre tout au long du parcours client.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-96 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-25\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Why marketing measurement still falls short, and how Agentic AI closes the gap (incl. demo)\" data-description=\"For years, marketers have invested in better measurement. They have built dashboards, adopted attribution models, and implemented marketing mix modeling to understand what is working. Yet even with these capabilities in place, a familiar problem remains: insights do not automatically lead to action.That gap still exists because most organizations are not\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-25\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20marketing%20measurement%20still%20falls%20short%2C%20and%20how%20Agentic%20AI%20closes%20the%20gap%20%28incl.%20demo%29&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fwhy-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fwhy-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement%2F&amp;title=Why%20marketing%20measurement%20still%20falls%20short%2C%20and%20how%20Agentic%20AI%20closes%20the%20gap%20%28incl.%20demo%29&amp;summary=For%20years%2C%20marketers%20have%20invested%20in%20better%20measurement.%20They%20have%20built%20dashboards%2C%20adopted%20attribution%20models%2C%20and%20implemented%20marketing%20mix%20modeling%20to%20understand%20what%20is%20working.%20Yet%20even%20with%20these%20capabilities%20in%20place%2C%20a%20familiar%20problem%20remains%3A%20insights%20do%20not%20automatically%20lead%20to%20action.%0D%0A%0D%0AThat%20gap%20still%20exists%20because%20most%20organizations%20are%20not\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-97 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-26 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-98 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-25 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-99 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-50\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-28 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column retail ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-26 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\" target=\"_self\" aria-label=\"Article \u2013 Commerce agentique \u2013 Des cas d&#x27;utilisation AI \u00e0 une refonte compl\u00e8te\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic commerce: From AI use cases to end-to-end reinvention. Are you ready?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention.png\" class=\"img-responsive wp-image-1151417 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Article-Agentic-commerce-From-AI-use-cases-to-end-to-end-reinvention.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-28 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le commerce agentique : des cas d'utilisation de l'IA \u00e0 une refonte compl\u00e8te. \u00cates-vous pr\u00eat ?<\/h3><\/div><div class=\"fusion-text fusion-text-51 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Lors du r\u00e9cent TCG Retail Summit, Edouard de M\u00e9zerac s\u2019est attach\u00e9 \u00e0 faire la part des choses concernant le AI. Son message : l\u2019\u00e8re des cas d\u2019utilisation dispers\u00e9s est r\u00e9volue. Ce qui s\u2019annonce est bien plus structurel et bien plus exigeant. Pendant des ann\u00e9es, les entreprises ont exp\u00e9riment\u00e9 le AI dans des poches isol\u00e9es, qualifi\u00e9es de \u201c points de couleur \u201d au sein de l\u2019organisation. Utile, peut-\u00eatre. Transformateur ? Pas vraiment. Aujourd\u2019hui, le vent tourne. Le AI agentique ne consiste pas \u00e0 ajouter une couche technologique suppl\u00e9mentaire. Il s\u2019agit de repenser la mani\u00e8re dont le travail est effectu\u00e9, de bout en bout.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-100 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-26\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic commerce: From AI use cases to end-to-end reinvention. Are you ready?\" data-description=\"As discussed recently at the TCG Retail Summit, the business landscape must move past the theoretical hype of Artificial Intelligence. Many organizations have spent the last few years painting little &quot;dots of colors&quot; across their operations with isolated AI use cases. However, companies do\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-26\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20From%20AI%20use%20cases%20to%20end-to-end%20reinvention.%20Are%20you%20ready%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready%2F&amp;title=Agentic%20commerce%3A%20From%20AI%20use%20cases%20to%20end-to-end%20reinvention.%20Are%20you%20ready%3F&amp;summary=As%20discussed%20recently%20at%20the%20TCG%20Retail%20Summit%2C%20the%20business%20landscape%20must%20move%20past%20the%20theoretical%20hype%20of%20Artificial%20Intelligence.%20Many%20organizations%20have%20spent%20the%20last%20few%20years%20painting%20little%20%26quot%3Bdots%20of%20colors%26quot%3B%20across%20their%20operations%20with%20isolated%20AI%20use%20cases.%20However%2C%20companies%20do\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-101 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-27 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-102 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-26 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-103 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-52\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>12 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-29 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-27 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\" target=\"_self\" aria-label=\"Comment l&#039;industrie pharmaceutique devrait repenser le marketing \u00e0 l&#039;\u00e8re du GEO\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How Health AI Assistants (and GEO) will transform Patient and HCP experience and what Pharma has to do to be an active part of it\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO.png\" class=\"img-responsive wp-image-1134255 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/How-Pharma-should-rethink-marketing-in-the-age-of-GEO.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-29 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Comment les assistants de sant\u00e9 AI (et GEO) vont transformer l&#x27;exp\u00e9rience des patients et des professionnels de sant\u00e9, et ce que l&#x27;industrie pharmaceutique doit faire pour y participer activement<\/h3><\/div><div class=\"fusion-text fusion-text-53 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Un patient se r\u00e9veille avec des douleurs dorsales r\u00e9currentes et demande conseil \u00e0 un assistant AI. L&#x27;application consulte son historique, rep\u00e8re une prescription ant\u00e9rieure et sugg\u00e8re de passer \u00e0 un autre anti-inflammatoire. Votre mol\u00e9cule n&#x27;est pas mentionn\u00e9e. Lorsque le patient consulte son m\u00e9decin cet apr\u00e8s-midi-l\u00e0 pour obtenir une ordonnance, le cadre est d\u00e9j\u00e0 pos\u00e9.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-104 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-27\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"How Health AI Assistants (and GEO) will transform Patient and HCP experience and what Pharma has to do to be an active part of it\" data-description=\"Health AI Assistants: the new front door to healthcareA patient wakes up with recurring back pain and asks an AI assistant what to do. The app checks its history, notes a previous prescription, and suggests switching to a different anti-inflammatory. Your molecule isn&#039;t mentioned. By the time the patient sees their doctor that afternoon for\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-27\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20Health%20AI%20Assistants%20%28and%20GEO%29%20will%20transform%20Patient%20and%20HCP%20experience%20and%20what%20Pharma%20has%20to%20do%20to%20be%20an%20active%20part%20of%20it&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fhow-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fhow-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it%2F&amp;title=How%20Health%20AI%20Assistants%20%28and%20GEO%29%20will%20transform%20Patient%20and%20HCP%20experience%20and%20what%20Pharma%20has%20to%20do%20to%20be%20an%20active%20part%20of%20it&amp;summary=Health%20AI%20Assistants%3A%20the%20new%20front%20door%20to%20healthcare%0D%0AA%20patient%20wakes%20up%20with%20recurring%20back%20pain%20and%20asks%20an%20AI%20assistant%20what%20to%20do.%20The%20app%20checks%20its%20history%2C%20notes%20a%20previous%20prescription%2C%20and%20suggests%20switching%20to%20a%20different%20anti-inflammatory.%20Your%20molecule%20isn%26%23039%3Bt%20mentioned.%20By%20the%20time%20the%20patient%20sees%20their%20doctor%20that%20afternoon%20for\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-105 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-28 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/how-health-ai-assistants-and-geo-will-transform-patient-and-hcp-experience-and-what-pharma-has-to-do-to-be-an-active-part-of-it\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-106 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-27 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-107 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-54\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>9 avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-30 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-28 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\" target=\"_self\" aria-label=\"Article sur le Blog \u2013 Le AI est-il vraiment en train de baisser ?_L&#x27;illusion du co\u00fbt unitaire\"><img decoding=\"async\" width=\"1456\" height=\"816\" alt=\"Is AI really getting cheaper? The token cost illusion\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion.png\" class=\"img-responsive wp-image-1127572 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-400x224.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-600x336.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-800x448.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion-1200x673.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Blog-Article-Is-AI-really-getting-cheaper_The-token-cost-illusion.png 1456w\" sizes=\"(max-width: 640px) 100vw, 1456px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-30 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le AI est-il vraiment en train de baisser ? L&#x27;illusion du co\u00fbt unitaire<\/h3><\/div><div class=\"fusion-text fusion-text-55 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Imaginez un directeur financier en train d&#x27;examiner les d\u00e9penses trimestrielles cloud. L&#x27;\u00e9quipe AI lui pr\u00e9sente un graphique convaincant : les co\u00fbts d&#x27;inf\u00e9rence par jeton ont baiss\u00e9 de 75% d&#x27;une ann\u00e9e sur l&#x27;autre. Les mod\u00e8les sont plus rapides, les API sont moins ch\u00e8res et le fournisseur propose des remises sur volume. Tout semble indiquer des \u00e9conomies. Puis la facture arrive, et le montant total est plus \u00e9lev\u00e9 que celui du trimestre dernier.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-108 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-28\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Is AI really getting cheaper? The token cost illusion\" data-description=\"Per-token prices have dropped 75% in a year, but most organizations are spending more on AI, not less. The cost illusion is hiding in plain sight.The bill that did not shrinkImagine a CFO reviewing the quarterly cloud spend. The AI team presents a compelling chart: per-token inference costs\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-28\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Is%20AI%20really%20getting%20cheaper%3F%20The%20token%20cost%20illusion&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fis-ai-really-getting-cheaper-the-token-cost-illusion%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fis-ai-really-getting-cheaper-the-token-cost-illusion%2F&amp;title=Is%20AI%20really%20getting%20cheaper%3F%20The%20token%20cost%20illusion&amp;summary=Per-token%20prices%20have%20dropped%2075%25%20in%20a%20year%2C%20but%20most%20organizations%20are%20spending%20more%20on%20AI%2C%20not%20less.%20The%20cost%20illusion%20is%20hiding%20in%20plain%20sight.%0D%0A%0D%0A%0D%0AThe%20bill%20that%20did%20not%20shrink%0D%0AImagine%20a%20CFO%20reviewing%20the%20quarterly%20cloud%20spend.%20The%20AI%20team%20presents%20a%20compelling%20chart%3A%20per-token%20inference%20costs\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-109 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-29 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-110 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-28 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-111 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-56\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>1er avril 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-31 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-29 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\" target=\"_self\" aria-label=\"Article \u2013 Comment Ardian et Artefact s&#x27;adaptent \u00e0 la nouvelle r\u00e9alit\u00e9 de AI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From foundations to frontiers: How Ardian and Artefact are navigating the new AI reality\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality.png\" class=\"img-responsive wp-image-1151418 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Article-How-Ardian-and-Artefact-are-navigating-the-new-AI-reality.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-31 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Des fondements aux fronti\u00e8res : comment Ardian et Artefact s&#x27;adaptent \u00e0 la nouvelle r\u00e9alit\u00e9 de AI<\/h3><\/div><div class=\"fusion-text fusion-text-57 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans un secteur du capital-investissement en pleine mutation, le d\u00e9bat a largement d\u00e9pass\u00e9 le cadre de la simple ing\u00e9nierie financi\u00e8re. Aujourd\u2019hui, la cr\u00e9ation de valeur repose de plus en plus sur la capacit\u00e9 d\u2019une entreprise \u00e0 exploiter le data. Lors de la deuxi\u00e8me \u00e9dition de la conf\u00e9rence AI for Alternative Investment (AI x AI), Arthur Garnier s\u2019est entretenu avec Elina Ashkinazi-Ildis pour analyser le parcours menant du potentiel th\u00e9orique du AI \u00e0 l\u2019excellence op\u00e9rationnelle concr\u00e8te.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-112 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-29\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From foundations to frontiers: How Ardian and Artefact are navigating the new AI reality\" data-description=\"Listen to the podcast: Building AI: From vision to execution | A conversation with Artefact | Ardian&nbsp;In the rapidly shifting landscape of private equity, the conversation has moved far beyond simple financial engineering. Today, value creation is increasingly driven by a firm\u2019s ability to\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-29\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20foundations%20to%20frontiers%3A%20How%20Ardian%20and%20Artefact%20are%20navigating%20the%20new%20AI%20reality&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-113 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-30 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-114 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-29 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-115 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-58\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>31 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-32 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column industrial-energy-utilities\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-30 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ia-industrie-resilience-securite-performance\/\" target=\"_self\" aria-label=\"Youtube en miniature (1)\"><img decoding=\"async\" width=\"1290\" height=\"720\" alt=\"Peut-on confier la r\u00e9silience, la s\u00e9curit\u00e9 et la performance du secteur industriel \u00e0 l\u2019IA ?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1.png\" class=\"img-responsive wp-image-1142777 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-200x112.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-400x223.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-600x335.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-800x447.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1-1200x670.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/04\/Miniature-Youtube-1.png 1290w\" sizes=\"(max-width: 640px) 100vw, 1290px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-32 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Peut-on confier la r\u00e9silience, la s\u00e9curit\u00e9 et la performance du secteur industriel \u00e0 l'IA ?<\/h3><\/div><div class=\"fusion-text fusion-text-59 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le 31 mars dernier, s'est tenu le Artefact Webtalks<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-116 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-30\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Peut-on confier la r\u00e9silience, la s\u00e9curit\u00e9 et la performance du secteur industriel \u00e0 l\u2019IA ?\" data-description=\"Le 31 mars dernier, a eu lieu le Artefact Webtalks Data &amp; AI - AI for Industry sur le th\u00e8me \u00ab Peut-on confier la r\u00e9silience, la s\u00e9curit\u00e9 et la performance du secteur industriel \u00e0 l\u2019IA ? \u00bb. Cet article strat\u00e9gique synth\u00e9tise les interventions et retours d&#039;exp\u00e9rience terrain des experts d&#039;Artefact et de ses partenaires technologiques\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/ia-industrie-resilience-securite-performance\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-30\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Peut-on%20confier%20la%20r%C3%A9silience%2C%20la%20s%C3%A9curit%C3%A9%20et%20la%20performance%20du%20secteur%20industriel%20%C3%A0%20l%E2%80%99IA%20%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fia-industrie-resilience-securite-performance%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fia-industrie-resilience-securite-performance%2F&amp;title=Peut-on%20confier%20la%20r%C3%A9silience%2C%20la%20s%C3%A9curit%C3%A9%20et%20la%20performance%20du%20secteur%20industriel%20%C3%A0%20l%E2%80%99IA%20%3F&amp;summary=Le%2031%20mars%20dernier%2C%20a%20eu%20lieu%20le%20Artefact%20Webtalks%20Data%20%26amp%3B%20AI%20-%20AI%20for%20Industry%20sur%20le%20th%C3%A8me%20%C2%AB%20Peut-on%20confier%20la%20r%C3%A9silience%2C%20la%20s%C3%A9curit%C3%A9%20et%20la%20performance%20du%20secteur%20industriel%20%C3%A0%20l%E2%80%99IA%20%3F%20%C2%BB.%20Cet%20article%20strat%C3%A9gique%20synth%C3%A9tise%20les%20interventions%20et%20retours%20d%26%23039%3Bexp%C3%A9rience%20terrain%20des%20experts%20d%26%23039%3BArtefact%20et%20de%20ses%20partenaires%20technologiques\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-117 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-31 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ia-industrie-resilience-securite-performance\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-118 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-30 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-119 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-60\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>31 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-33 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-31 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\" target=\"_self\" aria-label=\"D\u00e9velopper la collaboration Data \u00e0 l&#x27;\u00e8re du AI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Scaling Data Collaboration in the AI Era\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era.png\" class=\"img-responsive wp-image-1148543 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Scaling-Data-Collaboration-in-the-AI-Era.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-33 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">D\u00e9velopper la collaboration Data \u00e0 l&#x27;\u00e8re du AI<\/h3><\/div><div class=\"fusion-text fusion-text-61 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le nouvel ebook de Artefact, intitul\u00e9 \u00ab D\u00e9velopper la collaboration Data \u00e0 l\u2019\u00e8re du AI \u00bb, explore comment les organisations peuvent cr\u00e9er davantage de valeur en brisant les silos data et en favorisant une collaboration fluide entre les \u00e9quipes. Alors que l\u2019adoption du AI s\u2019acc\u00e9l\u00e8re, la r\u00e9ussite ne d\u00e9pend pas seulement de la technologie, mais aussi de la capacit\u00e9 \u00e0 relier efficacement les data, les personnes et les processus. Cet ebook met en \u00e9vidence comment les approches modernes de la collaboration data permettent d&#x27;obtenir des informations plus rapidement, de renforcer la gouvernance et d&#x27;obtenir des r\u00e9sultats plus percutants ax\u00e9s sur le AI, transformant ainsi le data en un v\u00e9ritable atout strat\u00e9gique.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-120 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-31\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Scaling Data Collaboration in the AI Era\" data-description=\"Download the whitepaper The business landscape has fundamentally shifted. Deprecation of third-party cookies, stringent global privacy regulations, and fragmented consumer journeys have rendered traditional growth strategies obsolete. Today, an organization\u2019s internal first-party data offers only a narrow, \u201ckeyhole view\u201d of the customer.As businesses transition from experimental AI\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-31\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Scaling%20Data%20Collaboration%20in%20the%20AI%20Era&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-white-paper-scaling-data-collaboration-in-ai-era%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-121 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-32 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-122 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-31 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-123 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-62\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-34 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-32 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\" target=\"_self\" aria-label=\"\u00c9tude des effets de l&#x27;agent AI sur la relation avec les professionnels de sant\u00e9\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Exploring the impacts of agentic AI on the relationship with HCPs\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs.png\" class=\"img-responsive wp-image-1148544 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Exploring-the-impacts-of-agentic-AI-on-the-relationship-with-HCPs.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-34 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">\u00c9tude des effets de l&#x27;agent AI sur la relation avec les professionnels de sant\u00e9<\/h3><\/div><div class=\"fusion-text fusion-text-63 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le nouveau livre blanc de Artefact, intitul\u00e9 \u00ab Explorer les impacts de l&#x27;approche agentique AI sur la relation avec les professionnels de sant\u00e9 \u00bb, met en lumi\u00e8re le secteur de la sant\u00e9 \u00e0 un moment charni\u00e8re. Aujourd\u2019hui, les patients sont plus connect\u00e9s, autonomes et inform\u00e9s que jamais. Beaucoup consultent des plateformes en ligne, voire des outils AI, avant de se rendre chez le m\u00e9decin. Parall\u00e8lement, les professionnels de sant\u00e9 sont submerg\u00e9s par un flot de contenus, allant des mises \u00e0 jour scientifiques aux campagnes promotionnelles, et peinent \u00e0 faire le tri. Les mod\u00e8les d\u2019engagement traditionnels, ax\u00e9s sur les visites en personne et une communication standardis\u00e9e, ne suffisent plus \u00e0 garantir leur pertinence.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-124 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-32\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Exploring the impacts of agentic AI on the relationship with HCPs\" data-description=\"Read our White Paper Artefact\u2019s new white paper, Exploring the impacts of agentic AI on the relationship with HCPs, shines a light on the healthcare industry at a pivotal moment. Patients today are more\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-32\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Exploring%20the%20impacts%20of%20agentic%20AI%20on%20the%20relationship%20with%20HCPs&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-33 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-exploring-the-impacts-of-agentic-ai-on-the-relationship-with-hcps\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-126 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-32 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-127 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-64\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>24 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-35 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-33 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\" target=\"_self\" aria-label=\"L&#x27;analyse des donn\u00e9es RH au-del\u00e0 de la pr\u00e9vision du taux de rotation du personnel : applications potentielles de la m\u00e9thode AI dans le domaine des ressources humaines\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"People Analytics Beyond Turnover Prediction: Potential Applications of AI in HR\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR.png\" class=\"img-responsive wp-image-1148545 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/People-Analytics-Beyond-Turnover-Prediction_-Potential-Applications-of-AI-in-HR.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-35 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L&#x27;analyse des donn\u00e9es RH au-del\u00e0 de la pr\u00e9vision du taux de rotation : applications potentielles de AI dans le domaine des ressources humaines<\/h3><\/div><div class=\"fusion-text fusion-text-65 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Les ressources humaines connaissent actuellement une transformation profonde, passant d&#x27;un centre de co\u00fbts r\u00e9actif \u00e0 un moteur proactif de valeur ajout\u00e9e. Pourtant, de nombreuses organisations restent ancr\u00e9es dans une approche minimaliste de l&#x27;analyse des donn\u00e9es RH. Alors que les technologies g\u00e9n\u00e9ratives AI et les agents autonomes gagnent du terrain dans l&#x27;ensemble de l&#x27;entreprise, l&#x27;utilisation de la technologie data par les RH se limite encore souvent \u00e0 la simple pr\u00e9vision du taux de rotation du personnel.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-128 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-33\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"People Analytics Beyond Turnover Prediction: Potential Applications of AI in HR\" data-description=\"Read our White Paper Human Resources is undergoing a fundamental shift from a reactive cost center to a proactive driver of value. Yet many organizations remain anchored in a minimalist approach to people analytics. While generative AI and autonomous agents are gaining traction across the enterprise, HR\u2019s use\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-33\"><span><a href=\"https:\/\/x.com\/intent\/post?text=People%20Analytics%20Beyond%20Turnover%20Prediction%3A%20Potential%20Applications%20of%20AI%20in%20HR&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr%2F&amp;title=People%20Analytics%20Beyond%20Turnover%20Prediction%3A%20Potential%20Applications%20of%20AI%20in%20HR&amp;summary=Read%20our%20White%20Paper%20%0D%0A%0D%0AHuman%20Resources%20is%20undergoing%20a%20fundamental%20shift%20from%20a%20reactive%20cost%20center%20to%20a%20proactive%20driver%20of%20value.%20Yet%20many%20organizations%20remain%20anchored%20in%20a%20minimalist%20approach%20to%20people%20analytics.%20While%20generative%20AI%20and%20autonomous%20agents%20are%20gaining%20traction%20across%20the%20enterprise%2C%20HR%E2%80%99s%20use\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-129 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-34 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-white-paper-people-analytics-beyond-turnover-prediction-potential-applications-of-ai-in-hr\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-130 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-33 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-131 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-66\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>24 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-36 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-34 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\" target=\"_self\" aria-label=\"FOS\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The algorithmic evolution: Agentic systems &#038; strategic grounding at Friends of Search 2026 &#8211; Part II\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS.webp\" class=\"img-responsive wp-image-1115124 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/FOS.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-36 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L'\u00e9volution algorithmique : Syst\u00e8mes agentiques et ancrage strat\u00e9gique \u00e0 Friends of Search 2026 \u2013 Partie II<\/h3><\/div><div class=\"fusion-text fusion-text-67 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Friends of Search 2026 marque la fin du PPC bas\u00e9 sur des r\u00e8gles et l&#x27;av\u00e8nement d&#x27;un r\u00e9f\u00e9rencement ax\u00e9 sur la conversation et guid\u00e9 par le mod\u00e8le AI. Le succ\u00e8s repose d\u00e9sormais sur l&#x27;ancrage des r\u00e9sultats AI dans un data de haute qualit\u00e9 et sur l&#x27;adoption de syst\u00e8mes flexibles et autonomes. Comme le montre la hausse des pr\u00e9ventes du mod\u00e8le 108% d&#x27;Asics, l&#x27;adaptabilit\u00e9 et un first-party data enrichi sont les cl\u00e9s du succ\u00e8s dans la nouvelle \u00e8re de la recherche.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-132 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-34\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The algorithmic evolution: Agentic systems &#038; strategic grounding at Friends of Search 2026 &#8211; Part II\" data-description=\"The 2026 edition of Friends of Search confirmed a fundamental shift: the era of deterministic, rule-based PPC is over. We have transitioned into a landscape dominated by AI Overviews, now the world\u2019s most utilized generative AI product with over 2 billion monthly users.\u00a0Search is no longer about matching keywords.\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-34\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20algorithmic%20evolution%3A%20Agentic%20systems%20%26%20strategic%20grounding%20at%20Friends%20of%20Search%202026%20%E2%80%93%20Part%20II&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii%2F&amp;title=The%20algorithmic%20evolution%3A%20Agentic%20systems%20%26%23038%3B%20strategic%20grounding%20at%20Friends%20of%20Search%202026%20%26%238211%3B%20Part%20II&amp;summary=The%202026%20edition%20of%20Friends%20of%20Search%20confirmed%20a%20fundamental%20shift%3A%20the%20era%20of%20deterministic%2C%20rule-based%20PPC%20is%20over.%20We%20have%20transitioned%20into%20a%20landscape%20dominated%20by%20AI%20Overviews%2C%20now%20the%20world%E2%80%99s%20most%20utilized%20generative%20AI%20product%20with%20over%202%20billion%20monthly%20users.%C2%A0%0D%0A%0D%0ASearch%20is%20no%20longer%20about%20matching%20keywords.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-133 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-35 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-algorithmic-evolution-insights-from-friends-of-search-2026-part-ii\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-134 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-34 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-135 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-68\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-37 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-35 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\" target=\"_self\" aria-label=\"54422571-f3fc-4da1-9e4f-08a6d415d93e (1)\"><img decoding=\"async\" width=\"2048\" height=\"1536\" alt=\"The Friends of Search 2026 manifesto: Navigating SEO in an AI-driven world &#8211; Part I\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1.jpg\" class=\"img-responsive wp-image-1115125 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-200x150.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-400x300.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-600x450.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-800x600.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1-1200x900.jpg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/54422571-f3fc-4da1-9e4f-08a6d415d93e-1.jpg 2048w\" sizes=\"(max-width: 640px) 100vw, 2048px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-37 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le manifeste des Friends of Search 2026 : Naviguer dans le monde du r\u00e9f\u00e9rencement naturel (SEO) \u00e0 l&#x27;\u00e8re du AI \u2013 Partie I<\/h3><\/div><div class=\"fusion-text fusion-text-69 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans cet article, nous passons en revue les cinq principaux discours et id\u00e9es cl\u00e9s de Friends of Search 2026, en mettant en avant les enseignements les plus concrets pour s&#x27;y retrouver dans un paysage en constante \u00e9volution, marqu\u00e9 par le r\u00e9f\u00e9rencement naturel (SEO) et le mod\u00e8le AI.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-136 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-35\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The Friends of Search 2026 manifesto: Navigating SEO in an AI-driven world &#8211; Part I\" data-description=\"The digital landscape is undergoing a fundamental transformation where traditional SEO tactics, once centered purely on rankings and traffic, are no longer enough to guarantee success. In this article, we explore how brands can navigate this disruption by moving beyond vanity metrics and focusing on what truly drives competitiveness: topical authority, brand distinctiveness,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-35\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Friends%20of%20Search%202026%20manifesto%3A%20Navigating%20SEO%20in%20an%20AI-driven%20world%20%E2%80%93%20Part%20I&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i%2F&amp;title=The%20Friends%20of%20Search%202026%20manifesto%3A%20Navigating%20SEO%20in%20an%20AI-driven%20world%20%26%238211%3B%20Part%20I&amp;summary=The%20digital%20landscape%20is%20undergoing%20a%20fundamental%20transformation%20where%20traditional%20SEO%20tactics%2C%20once%20centered%20purely%20on%20rankings%20and%20traffic%2C%20are%20no%20longer%20enough%20to%20guarantee%20success.%20In%20this%20article%2C%20we%20explore%20how%20brands%20can%20navigate%20this%20disruption%20by%20moving%20beyond%20vanity%20metrics%20and%20focusing%20on%20what%20truly%20drives%20competitiveness%3A%20topical%20authority%2C%20brand%20distinctiveness%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-137 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-36 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-friends-of-search-2026-manifesto-navigating-seo-in-an-ai-driven-world-part-i\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-138 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-35 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-139 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-70\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-38 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-36 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\" target=\"_self\" aria-label=\"De l&#x27;intuition aux villes algorithmiques_Comment le AI d\u00e9terminera ce que la Grande-Bretagne construira et si cela fonctionnera \u2013 Article\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From gut feel to algorithmic cities: How AI will decide what Britain builds and whether it works\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article.png\" class=\"img-responsive wp-image-1108693 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/From-gut-feel-to-algorithmic-cities_How-AI-will-decide-what-Britain-builds-and-whether-it-works-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-38 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">De l'intuition aux villes algorithmiques : comment l'IA d\u00e9terminera ce que la Grande-Bretagne construira et si cela fonctionnera<\/h3><\/div><div class=\"fusion-text fusion-text-71 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Depuis des d\u00e9cennies, le \"placemaking\" en Grande-Bretagne est autant r\u00e9gi par le jugement que par la m\u00e9thodologie. Les praticiens parlent de \"caract\u00e8re\", de \"dynamisme\" et de la \"sensation\" insaisissable d'un paysage urbain ; des qualit\u00e9s affin\u00e9es par l'exp\u00e9rience, l'usage humain et l'instinct professionnel plut\u00f4t que par des m\u00e9triques formalis\u00e9es. Le praticien accompli \u00e9tait souvent celui qui avait vu suffisamment d'endroits pour reconna\u00eetre ce qui fonctionnait, m\u00eame lorsque les m\u00e9canismes causaux restaient partiellement intangibles.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-140 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-36\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From gut feel to algorithmic cities: How AI will decide what Britain builds and whether it works\" data-description=\"For decades, placemaking in Britain has been governed as much by judgment as by methodology. Practitioners speak of &quot;character&quot;, &quot;vibrancy&quot;, and the elusive &quot;feel&quot; of a streetscape; qualities refined through experience, human use, and professional instinct rather than formalised metrics. The accomplished practitioner was often the one who had seen enough places to recognise what\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-36\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20gut%20feel%20to%20algorithmic%20cities%3A%20How%20AI%20will%20decide%20what%20Britain%20builds%20and%20whether%20it%20works&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-141 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-37 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-gut-feel-to-algorithmic-cities-how-ai-will-decide-what-britain-builds-and-whether-it-works\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-142 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-36 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-143 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-72\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>10 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-39 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-37 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/navigating-the-new-rics-ai-standard-what-it-means-for-surveyors\/\" target=\"_self\" aria-label=\"Comprendre la nouvelle norme RICS AI : ce que cela signifie pour les g\u00e9om\u00e8tres \u2013 Article\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Navigating the new RICS AI standard: What it means for surveyors\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article.png\" class=\"img-responsive wp-image-1108692 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Navigating-the-new-RICS-AI-standard_What-it-means-for-surveyors-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-39 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Comprendre la nouvelle norme RICS AI : ce que cela signifie pour les g\u00e9om\u00e8tres<\/h3><\/div><div class=\"fusion-text fusion-text-73 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La technologie AI est en train de transformer les pratiques professionnelles dans l&#x27;ensemble du secteur du b\u00e2timent, et la profession d&#x27;expert immobilier ne fait pas exception. La Royal Institution of Chartered Surveyors (RICS) ayant publi\u00e9 sa premi\u00e8re norme professionnelle intitul\u00e9e \u00ab Utilisation responsable de l&#x27;intelligence artificielle dans la pratique de l&#x27;expertise immobili\u00e8re \u00bb (qui entrera en vigueur le 9 mars 2026), la question pour de nombreux cabinets n&#x27;est plus de savoir s&#x27;il faut adopter la norme AI, mais comment le faire de mani\u00e8re conforme, r\u00e9fl\u00e9chie et d\u00e9fendable sur le plan professionnel.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-144 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-37\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Navigating the new RICS AI standard: What it means for surveyors\" data-description=\"Listen to the full podcast episode here Artificial intelligence is reshaping professional practice across the built environment, and the surveying profession is no exception. With the Royal Institution of Chartered Surveyors (RICS) having published its first Responsible Use of Artificial Intelligence in Surveying Practice professional standard (effective from 9 March 2026) the question for many\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/navigating-the-new-rics-ai-standard-what-it-means-for-surveyors\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-37\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Navigating%20the%20new%20RICS%20AI%20standard%3A%20What%20it%20means%20for%20surveyors&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fnavigating-the-new-rics-ai-standard-what-it-means-for-surveyors%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-146 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-37 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-147 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-74\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>10 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-40 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column diversity-inclusion generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-38 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\" target=\"_self\" aria-label=\"Le leadership \u00e0 l&#x27;\u00e8re de la banni\u00e8re AI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Leadership in the age of AI: Authenticity, inclusive tech and sponsorship\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner.webp\" class=\"img-responsive wp-image-1107462 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Leadership-in-the-Age-of-AI-banner.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-40 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le leadership \u00e0 l'\u00e8re de l'AI : authenticit\u00e9, technologies inclusives et mentorat<\/h3><\/div><div class=\"fusion-text fusion-text-75 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u00c0 l&#x27;\u00e8re de AI, l&#x27;avantage concurrentiel ultime ne r\u00e9side pas dans la ma\u00eetrise technologique, mais dans les relations humaines. S&#x27;inspirant de la r\u00e9cente table ronde Women@Artefact, cet article examine comment les professionnels peuvent se pr\u00e9munir contre les al\u00e9as de AI en tirant parti de technologies inclusives telles que Fiert\u00e9 AI, en consacrant davantage de temps \u00e0 la r\u00e9flexion strat\u00e9gique, en adoptant des parcours professionnels authentiques et en passant du mentorat traditionnel au parrainage actif.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-148 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-38\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Leadership in the age of AI: Authenticity, inclusive tech and sponsorship\" data-description=\"As artificial intelligence rapidly transforms the workplace, a common anxiety has emerged: the fear of being replaced. However, insights from the recent Women@Artefact panel discussion in celebration of International Women\u2019s day reveal that the path to becoming &quot;AI-proof&quot; lies not in out-computing the machines, but in doubling down on our humanity. By leveraging\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-38\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Leadership%20in%20the%20age%20of%20AI%3A%20Authenticity%2C%20inclusive%20tech%20and%20sponsorship&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fleadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fleadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship%2F&amp;title=Leadership%20in%20the%20age%20of%20AI%3A%20Authenticity%2C%20inclusive%20tech%20and%20sponsorship&amp;summary=As%20artificial%20intelligence%20rapidly%20transforms%20the%20workplace%2C%20a%20common%20anxiety%20has%20emerged%3A%20the%20fear%20of%20being%20replaced.%20However%2C%20insights%20from%20the%20recent%20Women%40Artefact%20panel%20discussion%20in%20celebration%20of%20International%20Women%E2%80%99s%20day%20reveal%20that%20the%20path%20to%20becoming%20%26quot%3BAI-proof%26quot%3B%20lies%20not%20in%20out-computing%20the%20machines%2C%20but%20in%20doubling%20down%20on%20our%20humanity.%20By%20leveraging\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-149 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-39 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/leadership-in-the-age-of-ai-authenticity-inclusive-tech-and-sponsorship\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-150 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-38 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-151 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-76\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>9 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-41 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-39 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-open-source-paradox\/\" target=\"_self\" aria-label=\"Le paradoxe de l&#039;Open Source \u2013 Article\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The Open-Source Paradox\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article.png\" class=\"img-responsive wp-image-1105350 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/The-Open-Source-Paradox-Article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-41 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le paradoxe du logiciel libre<\/h3><\/div><div class=\"fusion-text fusion-text-77 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Red Hat a b\u00e2ti une entreprise d&#x27;une valeur de 1 443,4 milliards de dollars gr\u00e2ce \u00e0 Linux. IBM l&#x27;a rachet\u00e9e. Cette transaction a confirm\u00e9 une hypoth\u00e8se qui tenait depuis quatre d\u00e9cennies : les entreprises tirant une valeur consid\u00e9rable du code partag\u00e9 continueraient, dans leur propre int\u00e9r\u00eat, \u00e0 financer les projets dont elles d\u00e9pendaient. Cette hypoth\u00e8se est aujourd\u2019hui remise en question. Non pas parce que quelqu\u2019un a d\u00e9cid\u00e9 d\u2019arr\u00eater de financer l\u2019open source. Mais parce que le secteur qui le finan\u00e7ait le plus \u2014 le SaaS \u2014 est en train d\u2019\u00eatre d\u00e9mantel\u00e9 par celui qui en d\u00e9pend le plus \u2014 AI.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-152 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-39\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The Open-Source Paradox\" data-description=\"Red Hat built a $34 billion business on Linux. IBM bought it. What the deal validated was a hypothesis that had held for four decades: that companies extracting enormous value from shared code would, in self-interest, keep funding the projects they depended on.That hypothesis is now under stress. Not because anyone decided to stop funding\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-open-source-paradox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-39\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Open-Source%20Paradox&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-open-source-paradox%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-open-source-paradox%2F&amp;title=The%20Open-Source%20Paradox&amp;summary=Red%20Hat%20built%20a%20%2434%20billion%20business%20on%20Linux.%20IBM%20bought%20it.%20What%20the%20deal%20validated%20was%20a%20hypothesis%20that%20had%20held%20for%20four%20decades%3A%20that%20companies%20extracting%20enormous%20value%20from%20shared%20code%20would%2C%20in%20self-interest%2C%20keep%20funding%20the%20projects%20they%20depended%20on.%0D%0A%0D%0AThat%20hypothesis%20is%20now%20under%20stress.%20Not%20because%20anyone%20decided%20to%20stop%20funding\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-153 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-40 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-open-source-paradox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-154 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-39 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-155 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-78\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-42 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-40 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\" target=\"_self\" aria-label=\"Partie 2_De la m\u00e9moire \u00e0 la navigation_Mise \u00e0 l&#039;\u00e9chelle des agents autonomes au-del\u00e0 de la r\u00e9cup\u00e9ration\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Part 2 | From memory to navigation: Scaling autonomous agents beyond retrieval\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval.png\" class=\"img-responsive wp-image-1105039 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-2_From-memory-to-navigation_Scaling-autonomous-agents-beyond-retrieval.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-42 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Partie 2 | De la m\u00e9moire \u00e0 la navigation : Mise \u00e0 l'\u00e9chelle des agents autonomes au-del\u00e0 de la r\u00e9cup\u00e9ration<\/h3><\/div><div class=\"fusion-text fusion-text-79 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans un article pr\u00e9c\u00e9dent, j'ai explor\u00e9 comment huit \u00e9quipes de recherche ind\u00e9pendantes sont parvenues \u00e0 la m\u00eame conclusion : au lieu de construire des syst\u00e8mes de m\u00e9moire autour du mod\u00e8le, il faut entra\u00eener le mod\u00e8le lui-m\u00eame \u00e0 g\u00e9rer la m\u00e9moire comme une comp\u00e9tence acquise. L'entra\u00eenement post-m\u00e9moire \u2014 utilisant l'apprentissage par renforcement dans la phase post-entra\u00eenement \u2014 produit des agents qui d\u00e9cident quoi stocker, supprimer, consolider et r\u00e9cup\u00e9rer, le tout optimis\u00e9 en fonction de l'ach\u00e8vement de la t\u00e2che.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-156 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-40\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Part 2 | From memory to navigation: Scaling autonomous agents beyond retrieval\" data-description=\"IntroductionIn a previous piece, I explored how eight independent research teams converged on the same insight: instead of building memory systems around the model, train the model itself to manage memory as a learned skill. Post-memory training \u2014 using reinforcement learning in the post-training phase \u2014 produces agents that decide what to store, delete, consolidate,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-40\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%202%20%7C%20From%20memory%20to%20navigation%3A%20Scaling%20autonomous%20agents%20beyond%20retrieval&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fpart-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fpart-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval%2F&amp;title=Part%202%20%7C%20From%20memory%20to%20navigation%3A%20Scaling%20autonomous%20agents%20beyond%20retrieval&amp;summary=Introduction%0D%0AIn%20a%20previous%20piece%2C%20I%20explored%20how%20eight%20independent%20research%20teams%20converged%20on%20the%20same%20insight%3A%20instead%20of%20building%20memory%20systems%20around%20the%20model%2C%20train%20the%20model%20itself%20to%20manage%20memory%20as%20a%20learned%20skill.%20Post-memory%20training%20%E2%80%94%20using%20reinforcement%20learning%20in%20the%20post-training%20phase%20%E2%80%94%20produces%20agents%20that%20decide%20what%20to%20store%2C%20delete%2C%20consolidate%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-157 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-41 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/part-2-from-memory-to-navigation-scaling-autonomous-agents-beyond-retrieval\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-158 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-40 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-159 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-80\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-43 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-41 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\" target=\"_self\" aria-label=\"Partie 1_Formation post-m\u00e9moire Apprendre aux agents \u00e0 se souvenir, pas seulement \u00e0 r\u00e9cup\u00e9rer\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Part 1 | Post-memory training: Teaching agents to remember, not just retrieve\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve.png\" class=\"img-responsive wp-image-1103953 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/03\/Part-1_Post-memory-training-Teaching-agents-to-remember-not-just-retrieve.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-43 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Partie 1 | Formation de post-m\u00e9moire : Apprendre aux agents \u00e0 se souvenir, pas seulement \u00e0 r\u00e9cup\u00e9rer<\/h3><\/div><div class=\"fusion-text fusion-text-81 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>L'entra\u00eenement post-m\u00e9moire a \u00e9t\u00e9 un hyperfocus pour moi au cours des derniers mois. Si vous avez suivi mes \u00e9crits r\u00e9cents sur la gestion du contexte, les architectures de m\u00e9moire et la question r\u00e9currente de savoir pourquoi les agents se d\u00e9gradent apr\u00e8s le 50e tour, cet article est l\u00e0 o\u00f9 ces fils se rejoignent. Le sch\u00e9ma initial \u00e9tait suffisamment clair. Huit \u00e9quipes de recherche ind\u00e9pendantes sont parvenues \u00e0 la m\u00eame conclusion : arr\u00eatez de construire des syst\u00e8mes de m\u00e9moire autour du mod\u00e8le et entra\u00eenez le mod\u00e8le lui-m\u00eame \u00e0 g\u00e9rer la m\u00e9moire comme une comp\u00e9tence acquise. Cette convergence \u00e9tait significative.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-160 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-41\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Part 1 | Post-memory training: Teaching agents to remember, not just retrieve\" data-description=\"IntroductionPost-memory training has been a hyperfocus of mine over the past few months. If you have followed my recent writing on context management, memory architectures, and the recurring question of why agents degrade after turn 50, this article is where those threads converge.The original pattern was clear enough. Eight independent research teams arrived at the\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-41\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%201%20%7C%20Post-memory%20training%3A%20Teaching%20agents%20to%20remember%2C%20not%20just%20retrieve&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fpart-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/part-1-post-memory-training-teaching-agents-to-remember-not-just-retrieve\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-162 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-41 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-163 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-82\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>4 mars 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-44 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-42 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\" target=\"_self\" aria-label=\"Article \u2013 R\u00e9flexion strat\u00e9gique : les tendances AI et Data ouvrent la voie en 2026\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Thought Leadership Piece &#8211; AI and Data trends leading the way in 2026\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026.png\" class=\"img-responsive wp-image-1101875 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-Thought-Leadership-Piece_AI-and-Data-trends-leading-the-way-in-2026.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-44 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Article de r\u00e9flexion \u2013 Les tendances AI et Data ouvrent la voie en 2026<\/h3><\/div><div class=\"fusion-text fusion-text-83 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>En jetant un regard r\u00e9trospectif sur l\u2019ann\u00e9e 2025, une chose appara\u00eet clairement : les technologies artificial intelligence et data ne sont plus des outils exp\u00e9rimentaux cantonn\u00e9s aux marges des organisations. Elles se sont impos\u00e9es de mani\u00e8re d\u00e9cisive au c\u0153ur m\u00eame du fonctionnement des entreprises, de leur comp\u00e9titivit\u00e9 et de leur capacit\u00e9 \u00e0 cr\u00e9er de la valeur. Le rythme de leur adoption en t\u00e9moigne. \u00c0 la fin de l\u2019ann\u00e9e 2025, environ une personne sur six dans le monde avait utilis\u00e9 des outils AI g\u00e9n\u00e9ratifs, selon le rapport de Microsoft sur la diffusion de l\u2019IA. Dans les entreprises, la dynamique \u00e9tait encore plus forte, avec pr\u00e8s de 70% des organisations mondiales d\u00e9ployant l\u2019IA g\u00e9n\u00e9rative dans au moins une fonction m\u00e9tier d\u00e8s le milieu de l\u2019ann\u00e9e. Ce qui a commenc\u00e9 par des projets pilotes isol\u00e9s s\u2019est rapidement transform\u00e9 en capacit\u00e9s int\u00e9gr\u00e9es influen\u00e7ant la prise de d\u00e9cision, l\u2019engagement client et l\u2019efficacit\u00e9 op\u00e9rationnelle.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-164 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-42\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Thought Leadership Piece &#8211; AI and Data trends leading the way in 2026\" data-description=\"As we look back on 2025, one thing is clear: artificial intelligence and data are no longer experimental tools sitting at the edges of organizations. They have moved decisively into the core of how businesses operate, compete, and create value.The pace of adoption tells the story. By the end of 2025, roughly one in six\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-42\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thought%20Leadership%20Piece%20%E2%80%93%20AI%20and%20Data%20trends%20leading%20the%20way%20in%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026%2F&amp;title=Thought%20Leadership%20Piece%20%26%238211%3B%20AI%20and%20Data%20trends%20leading%20the%20way%20in%202026&amp;summary=As%20we%20look%20back%20on%202025%2C%20one%20thing%20is%20clear%3A%20artificial%20intelligence%20and%20data%20are%20no%20longer%20experimental%20tools%20sitting%20at%20the%20edges%20of%20organizations.%20They%20have%20moved%20decisively%20into%20the%20core%20of%20how%20businesses%20operate%2C%20compete%2C%20and%20create%20value.%0D%0A%0D%0AThe%20pace%20of%20adoption%20tells%20the%20story.%20By%20the%20end%20of%202025%2C%20roughly%20one%20in%20six\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-165 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-43 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/thought-leadership-piece-ai-and-data-trends-leading-the-way-in-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-166 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-42 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-167 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-84\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le 26 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-45 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column tourism-travel-transportation\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-43 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-on-time-performance-otp-imperative\/\" target=\"_self\" aria-label=\"article \u2013 L&#039;imp\u00e9ratif de la ponctualit\u00e9 (OTP)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The On-Time Performance (OTP) Imperative\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative.png\" class=\"img-responsive wp-image-1101874 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/article-The-On-Time-Performance-OTP-Imperative.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-45 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L'imp\u00e9ratif de la ponctualit\u00e9 des vols<\/h3><\/div><div class=\"fusion-text fusion-text-85 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans le secteur tr\u00e8s concurrentiel de l&#x27;aviation, la ponctualit\u00e9 (OTP) est l&#x27;un des principaux leviers de la rentabilit\u00e9 op\u00e9rationnelle. Pour une compagnie a\u00e9rienne de premier rang, l&#x27;impact financier des retards op\u00e9rationnels a atteint un seuil critique. \u00c0 partir de 2024\/2025, une seule minute de retard co\u00fbtera en moyenne 1 440 100,76 euros en frais d&#x27;exploitation directs.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-168 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-43\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The On-Time Performance (OTP) Imperative\" data-description=\"IntroductionIn the high-stakes aviation landscape, On-Time Performance (OTP) is one of the primary levers for operational profitability. For a Tier-1 carrier, the financial impact of operational slippage has reached a critical threshold. As of 2024\/2025, a single minute of delay costs an average of $100.76 in direct operating expenses.For a major carrier operating a fleet\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-on-time-performance-otp-imperative\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-43\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20On-Time%20Performance%20%28OTP%29%20Imperative&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-on-time-performance-otp-imperative%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-on-time-performance-otp-imperative%2F&amp;title=The%20On-Time%20Performance%20%28OTP%29%20Imperative&amp;summary=Introduction%0D%0AIn%20the%20high-stakes%20aviation%20landscape%2C%20On-Time%20Performance%20%28OTP%29%20is%20one%20of%20the%20primary%20levers%20for%20operational%20profitability.%20For%20a%20Tier-1%20carrier%2C%20the%20financial%20impact%20of%20operational%20slippage%20has%20reached%20a%20critical%20threshold.%20As%20of%202024%2F2025%2C%20a%20single%20minute%20of%20delay%20costs%20an%20average%20of%20%24100.76%20in%20direct%20operating%20expenses.%0D%0A%0D%0AFor%20a%20major%20carrier%20operating%20a%20fleet\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-169 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-44 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-on-time-performance-otp-imperative\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-170 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-43 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-171 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-86\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le 26 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-46 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-44 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\" target=\"_self\" aria-label=\"La confiance comme strat\u00e9gie : comment les produits pharmaceutiques gagnent en industrialisant la responsabilit\u00e9 \u2013 article\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Trust as strategy: How pharma wins by industrializing accountability\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article.png\" class=\"img-responsive wp-image-1101584 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Trust-as-strategy_How-pharma-wins-by-industrializing-accountability-article.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-46 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">La confiance comme strat\u00e9gie : Comment le secteur pharmaceutique gagne en industrialisant la responsabilisation<\/h3><\/div><div class=\"fusion-text fusion-text-87 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>L&#x27;industrie pharmaceutique se trouve \u00e0 un tournant d\u00e9cisif. La date limite de mise en conformit\u00e9 fix\u00e9e \u00e0 ao\u00fbt 2026 par la loi europ\u00e9enne AI pour les syst\u00e8mes AI \u00e0 haut risque ne constitue pas seulement un obstacle r\u00e9glementaire : il s&#x27;agit d&#x27;un point d&#x27;inflexion strat\u00e9gique qui red\u00e9finira le paysage concurrentiel du secteur biopharmaceutique. La plupart des organisations consid\u00e8rent cela comme un fardeau en mati\u00e8re de conformit\u00e9. Les leaders du march\u00e9 y voient d\u00e9j\u00e0 une opportunit\u00e9 strat\u00e9gique : la possibilit\u00e9 de mettre en place une infrastructure de confiance \u00e9volutive (gouvernance, assurance, adoption) qui acc\u00e9l\u00e8re le parcours de la mol\u00e9cule jusqu&#x27;\u00e0 la commercialisation et renforce la protection de leurs actifs data.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-172 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-44\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Trust as strategy: How pharma wins by industrializing accountability\" data-description=\"The inflection point: August 2026 and beyondThe pharmaceutical industry stands at a decisive moment. The EU AI Act&#039;s August 2026 compliance deadline for high-risk AI systems is not merely a regulatory hurdle - it is a strategic inflection point that will redefine the competitive landscape for BioPharma. Most organizations frame this as a compliance burden.\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-44\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Trust%20as%20strategy%3A%20How%20pharma%20wins%20by%20industrializing%20accountability&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ftrust-as-strategy-how-pharma-wins-by-industrializing-accountability%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ftrust-as-strategy-how-pharma-wins-by-industrializing-accountability%2F&amp;title=Trust%20as%20strategy%3A%20How%20pharma%20wins%20by%20industrializing%20accountability&amp;summary=The%20inflection%20point%3A%20August%202026%20and%20beyond%0D%0AThe%20pharmaceutical%20industry%20stands%20at%20a%20decisive%20moment.%20The%20EU%20AI%20Act%26%23039%3Bs%20August%202026%20compliance%20deadline%20for%20high-risk%20AI%20systems%20is%20not%20merely%20a%20regulatory%20hurdle%20-%20it%20is%20a%20strategic%20inflection%20point%20that%20will%20redefine%20the%20competitive%20landscape%20for%20BioPharma.%20Most%20organizations%20frame%20this%20as%20a%20compliance%20burden.\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-173 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-45 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/trust-as-strategy-how-pharma-wins-by-industrializing-accountability\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-174 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-44 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-175 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-88\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>23 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-47 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-45 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\" target=\"_self\" aria-label=\"Article \u2013 La derni\u00e8re promotion de dipl\u00f4m\u00e9s_Le programme AI marque-t-il la fin des professionnels de l&#x27;immobilier ?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The last graduate intake: Is AI the end of the property professional?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional.png\" class=\"img-responsive wp-image-1092227 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-The-last-graduate-intake_Is-AI-the-end-of-the-property-professional.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-47 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">La derni\u00e8re promotion de dipl\u00f4m\u00e9s : l'IA marque-t-il la fin de la profession immobili\u00e8re ?<\/h3><\/div><div class=\"fusion-text fusion-text-89 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La r\u00e9cente chute du cours des actions des soci\u00e9t\u00e9s immobili\u00e8res commerciales, aliment\u00e9e par la crainte de bouleversements existentiels de leur mod\u00e8le \u00e9conomique, est le signe d\u2019une nouvelle r\u00e9alit\u00e9 qui commence \u00e0 se dessiner. R\u00e9fl\u00e9chir \u00e0 l\u2019avenir de l\u2019environnement b\u00e2ti donne souvent l\u2019impression d\u2019\u00eatre au bord du pr\u00e9cipice. Lors de mes r\u00e9centes discussions avec des leaders du secteur, j\u2019ai constat\u00e9 que la conversation tendait g\u00e9n\u00e9ralement vers deux extr\u00eames : une utopie technologique pr\u00f4nant une efficacit\u00e9 totale et automatis\u00e9e, ou un retour obstin\u00e9 et prudent \u00e0 la \" touche humaine \".\"<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-176 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-45\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The last graduate intake: Is AI the end of the property professional?\" data-description=\"The recent share price slide of CRE firms on the fears of existential AI disruptions to their business model is a manifestation of a new reality starting to take shape. Reflecting on the future of the built environment often feels like standing at a precipice. In my recent discussions with industry leaders, I\u2019ve found that\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-45\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20last%20graduate%20intake%3A%20Is%20AI%20the%20end%20of%20the%20property%20professional%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-last-graduate-intake-is-ai-the-end-of-the-property-professional%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fthe-last-graduate-intake-is-ai-the-end-of-the-property-professional%2F&amp;title=The%20last%20graduate%20intake%3A%20Is%20AI%20the%20end%20of%20the%20property%20professional%3F&amp;summary=The%20recent%20share%20price%20slide%20of%20CRE%20firms%20on%20the%20fears%20of%20existential%20AI%20disruptions%20to%20their%20business%20model%20is%20a%20manifestation%20of%20a%20new%20reality%20starting%20to%20take%20shape.%20Reflecting%20on%20the%20future%20of%20the%20built%20environment%20often%20feels%20like%20standing%20at%20a%20precipice.%20In%20my%20recent%20discussions%20with%20industry%20leaders%2C%20I%E2%80%99ve%20found%20that\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-177 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-46 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/the-last-graduate-intake-is-ai-the-end-of-the-property-professional\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-178 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-45 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-179 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-90\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>17 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-48 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-marketing\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-46 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\" target=\"_self\" aria-label=\"Article Data publi\u00e9 par l&#x27;\u00e9diteur lui-m\u00eame\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From Performance Plateaus to Signature Dishes: Breaking the AI ceiling with first-party data\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12.jpg\" class=\"img-responsive wp-image-1068710 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/DANIEL-AGENTIC-AI-12.jpg 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-48 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Des plateaux de performance aux plats signature : d\u00e9passer le plafond du AI gr\u00e2ce au first-party et au data<\/h3><\/div><div class=\"fusion-text fusion-text-91 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Cet article explique comment les sp\u00e9cialistes du marketing peuvent aller au-del\u00e0 des plateformes standard AI en combinant les solutions first-party et data, des signaux pr\u00e9dictifs et une infrastructure intelligente, transformant ainsi l&#x27;automatisation g\u00e9n\u00e9rique en \u201c recettes de chef \u201d qui g\u00e9n\u00e8rent un meilleur retour sur investissement.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-180 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-46\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From Performance Plateaus to Signature Dishes: Breaking the AI ceiling with first-party data\" data-description=\"In today\u2019s digital advertising environment, platform-embedded AI, such as Meta\u2019s Advantage+ and Google\u2019s Performance Max, has become the &quot;floor&quot;, not the ceiling. While these tools are now the industry standard, relying solely on them often leads to performance plateaus because they utilise generic, outdated signals and basic demographic targeting that your\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-46\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20Performance%20Plateaus%20to%20Signature%20Dishes%3A%20Breaking%20the%20AI%20ceiling%20with%20first-party%20data&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Ffrom-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data%2F&amp;title=From%20Performance%20Plateaus%20to%20Signature%20Dishes%3A%20Breaking%20the%20AI%20ceiling%20with%20first-party%20data&amp;summary=In%20today%E2%80%99s%20digital%20advertising%20environment%2C%20platform-embedded%20AI%2C%20such%20as%20Meta%E2%80%99s%20Advantage%2B%20and%20Google%E2%80%99s%20Performance%20Max%2C%20has%20become%20the%20%26quot%3Bfloor%26quot%3B%2C%20not%20the%20ceiling.%20While%20these%20tools%20are%20now%20the%20industry%20standard%2C%20relying%20solely%20on%20them%20often%20leads%20to%20performance%20plateaus%20because%20they%20utilise%20generic%2C%20outdated%20signals%20and%20basic%20demographic%20targeting%20that%20your\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-181 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-47 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/from-performance-plateaus-to-signature-dishes-breaking-the-ai-ceiling-with-first-party-data\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-182 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-46 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-183 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-92\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-49 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology retail\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-47 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\" target=\"_self\" aria-label=\"Le commerce de d\u00e9tail intelligent dans le secteur de la mode : favoriser l&#x27;adoption de la norme AI gr\u00e2ce \u00e0 une approche centr\u00e9e sur l&#x27;humain \u2013 ARTICLE\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Intelligent Fashion Retail: Driving AI adoption through a human-centric approach\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE.png\" class=\"img-responsive wp-image-1089805 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Intelligent-Fashion-Retail-Driving-AI-adoption-through-a-human-centric-approach-ARTICLE.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-49 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Le commerce de d\u00e9tail intelligent dans le secteur de la mode : favoriser l'adoption de la norme IA gr\u00e2ce \u00e0 une approche centr\u00e9e sur l'humain<\/h3><\/div><div class=\"fusion-text fusion-text-93 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Si le mod\u00e8le AI a ouvert de vastes perspectives pour le secteur, sa mise en \u0153uvre \u00e0 grande \u00e9chelle reste toutefois un d\u00e9fi. Dans l&#x27;ensemble, seule une minorit\u00e9 de d\u00e9taillants a r\u00e9ussi \u00e0 d\u00e9ployer la personnalisation \u00e0 grande \u00e9chelle, et de nombreuses entreprises sont encore frein\u00e9es par des lacunes en mati\u00e8re de pr\u00e9paration des ressources humaines et de gestion du changement, ce qui ralentit leur processus de transformation.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-184 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-47\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Intelligent Fashion Retail: Driving AI adoption through a human-centric approach\" data-description=\"Jianxun Chen is an Artefact partner specializing in luxury and retail, with 20 years of B2C experience driving end-to-end data &amp; digital transformation.Artefact China successfully hosted the second edition of its AI for Fashion closed-door event. The session brought together industry leaders to explore how AI can move beyond experimentation toward scalable deployment\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-47\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Intelligent%20Fashion%20Retail%3A%20Driving%20AI%20adoption%20through%20a%20human-centric%20approach&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fintelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/intelligent-fashion-retail-driving-ai-adoption-through-a-human-centric-approach\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-186 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-47 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-187 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-94\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-50 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-48 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\" target=\"_self\" aria-label=\"Article \u2013 AI dans le sport : les plus grandes victoires se jouent d\u00e9sormais en dehors du terrain\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI in Sport: The biggest wins are now off the field\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1.png\" class=\"img-responsive wp-image-1092671 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Article-AI-in-Sport_The-biggest-wins-are-now-off-the-field-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-50 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">AI dans le sport : les plus grandes victoires se jouent d\u00e9sormais en dehors du terrain<\/h3><\/div><div class=\"fusion-text fusion-text-95 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Dans le domaine du sport, les concepts data et AI sont principalement associ\u00e9s aux performances sur le terrain : analyse des joueurs, mod\u00e9lisation tactique et pr\u00e9vention des blessures. La technologie a repouss\u00e9 les limites de la performance sportive, permettant aux athl\u00e8tes de d\u00e9passer leurs limites ant\u00e9rieures. Alors pourquoi les organisations sportives ne sont-elles pas plus nombreuses \u00e0 appliquer cette m\u00eame approche au secteur du sport ? Le sport est une industrie du divertissement extr\u00eamement comp\u00e9titive o\u00f9 des gains marginaux dans des domaines tels que l&#x27;engagement des supporters, le contenu, les op\u00e9rations et la prise de d\u00e9cision commerciale peuvent \u00eatre tout aussi importants que les r\u00e9sultats.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-188 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-48\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"AI in Sport: The biggest wins are now off the field\" data-description=\"In sport, data and AI are primarily associated with on-field performance: player analytics, tactical modelling and injury prevention. Technology has expanded the boundaries of athletic achievement, enabling athletes to push beyond previous limits.So why aren\u2019t more sports organisations applying the same thinking to the business of sport? Sport is an intensely competitive entertainment industry where\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-48\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20in%20Sport%3A%20The%20biggest%20wins%20are%20now%20off%20the%20field&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fai-in-sport-the-biggest-wins-are-now-off-the-field%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fai-in-sport-the-biggest-wins-are-now-off-the-field%2F&amp;title=AI%20in%20Sport%3A%20The%20biggest%20wins%20are%20now%20off%20the%20field&amp;summary=In%20sport%2C%20data%20and%20AI%20are%20primarily%20associated%20with%20on-field%20performance%3A%20player%20analytics%2C%20tactical%20modelling%20and%20injury%20prevention.%20Technology%20has%20expanded%20the%20boundaries%20of%20athletic%20achievement%2C%20enabling%20athletes%20to%20push%20beyond%20previous%20limits.%0D%0A%0D%0ASo%20why%20aren%E2%80%99t%20more%20sports%20organisations%20applying%20the%20same%20thinking%20to%20the%20business%20of%20sport%3F%20Sport%20is%20an%20intensely%20competitive%20entertainment%20industry%20where\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-189 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-49 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ai-in-sport-the-biggest-wins-are-now-off-the-field\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-190 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-48 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-191 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-96\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>13 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-51 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-49 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\" target=\"_self\" aria-label=\"Les agents AI \u00e0 long terme, 3e partie : ce que cela signifie concr\u00e8tement pour les organisations\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 3: What this actually means for organizations\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations.png\" class=\"img-responsive wp-image-1086607 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-3_What-this-actually-means-for-organizations.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-51 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Les agents AI \u00e0 long terme, 3e partie : ce que cela signifie concr\u00e8tement pour les organisations<\/h3><\/div><div class=\"fusion-text fusion-text-97 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La technologie existe bel et bien, mais elle n&#x27;est pas encore au point. La voie \u00e0 suivre est claire, mais le calendrier reste incertain. La plupart des entreprises qui d\u00e9ploieront des solutions AI \u00e0 long terme en 2026 en tireront des le\u00e7ons co\u00fbteuses. Quelques-unes en tireront de r\u00e9els avantages. La diff\u00e9rence tiendra \u00e0 trois \u00e9l\u00e9ments : o\u00f9 elles d\u00e9ploient ces solutions, comment elles les g\u00e8rent, et si elles comprennent ce que signifie r\u00e9ellement le terme \" autonome \" dans la pratique.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-192 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-49\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 3: What this actually means for organizations\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.We have covered\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-49\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%203%3A%20What%20this%20actually%20means%20for%20organizations&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-3-what-this-actually-means-for-organizations%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-3-what-this-actually-means-for-organizations%2F&amp;title=Long-run%20AI%20agents%2C%20part%203%3A%20What%20this%20actually%20means%20for%20organizations&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AWe%20have%20covered\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-193 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-50 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-194 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-49 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-195 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-98\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-52 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-50 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\" target=\"_self\" aria-label=\"Agents AI \u00e0 long terme, 2e partie : trois approches qui fonctionnent vraiment\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 2: Three approaches that actually work\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work.png\" class=\"img-responsive wp-image-1086606 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-2_Three-approaches-that-actually-work.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-52 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Agents AI \u00e0 long terme, 2e partie : trois approches qui fonctionnent vraiment<\/h3><\/div><div class=\"fusion-text fusion-text-99 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Fin 2025, une technique au nom absurde de \" Ralph Wiggum \" est devenue virale chez les praticiens. Ce nom vient d'un personnage des Simpsons \u2013 d\u00e9lib\u00e9r\u00e9ment ridicule, car l'id\u00e9e centrale est presque embarrassante de simplicit\u00e9.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-196 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-50\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 2: Three approaches that actually work\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.In Part\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-50\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%202%3A%20Three%20approaches%20that%20actually%20work&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-2-three-approaches-that-actually-work%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-2-three-approaches-that-actually-work%2F&amp;title=Long-run%20AI%20agents%2C%20part%202%3A%20Three%20approaches%20that%20actually%20work&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AIn%20Part\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-197 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-51 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-198 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-50 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-199 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-100\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-53 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-51 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\" target=\"_self\" aria-label=\"Les agents AI \u00e0 long terme, 1re partie : le probl\u00e8me dont personne ne parle\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Long-run AI agents, part 1: The problem nobody talks about\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about.png\" class=\"img-responsive wp-image-1086605 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/Long-run-AI-agents-part-1_The-problem-nobody-talks-about.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-53 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Les agents AI \u00e0 long terme, 1re partie : le probl\u00e8me dont personne ne parle<\/h3><\/div><div class=\"fusion-text fusion-text-101 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>En mars 2025, un organisme de recherche appel\u00e9 METR a publi\u00e9 une \u00e9tude qui n\u2019a pas re\u00e7u toute l\u2019attention qu\u2019elle m\u00e9ritait. Ses chercheurs avaient mesur\u00e9 un aspect souvent n\u00e9glig\u00e9 : la dur\u00e9e pendant laquelle les syst\u00e8mes AI pouvaient accomplir des t\u00e2ches avant de tomber en panne. Il ne s\u2019agissait pas de d\u00e9terminer ce qu\u2019ils pouvaient faire en une seule interaction. METR souhaitait savoir combien de temps ils pouvaient maintenir un effort coh\u00e9rent et utile.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-200 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-51\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Long-run AI agents, part 1: The problem nobody talks about\" data-description=\"Victor Coimbra has been recognized in the Forbes Under 30 Brazil list for his outstanding contributions to AI innovation. He co-founded Artefact\u2019s Latin American operations, which now serve as a global tech hub with 200 employees. He brings deep expertise in scaling AI solutions and building high-performance tech teams across international markets.In March 2025,\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-51\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Long-run%20AI%20agents%2C%20part%201%3A%20The%20problem%20nobody%20talks%20about&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-1-the-problem-nobody-talks-about%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Flong-run-ai-agents-part-1-the-problem-nobody-talks-about%2F&amp;title=Long-run%20AI%20agents%2C%20part%201%3A%20The%20problem%20nobody%20talks%20about&amp;summary=Victor%20Coimbra%20has%20been%20recognized%20in%20the%20Forbes%20Under%2030%20Brazil%20list%20for%20his%20outstanding%20contributions%20to%20AI%20innovation.%20He%20co-founded%20Artefact%E2%80%99s%20Latin%20American%20operations%2C%20which%20now%20serve%20as%20a%20global%20tech%20hub%20with%20200%20employees.%20He%20brings%20deep%20expertise%20in%20scaling%20AI%20solutions%20and%20building%20high-performance%20tech%20teams%20across%20international%20markets.%0D%0A%0D%0AIn%20March%202025%2C\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-201 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-52 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-202 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-51 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-203 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-102\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>6 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-54 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-52 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it\/\" target=\"_self\" aria-label=\"70% : le succ\u00e8s de AI repose sur une approche centr\u00e9e sur l&#x27;humain_voici cinq r\u00e9alit\u00e9s concr\u00e8tes qui le prouvent\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"70% of AI success is human-centric: Here are five real-world truths that prove it\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it.png\" class=\"img-responsive wp-image-1081998 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/02\/70-of-AI-success-is-human-centric_here-are-five-real-world-truths-that-prove-it.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-54 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">70% : le succ\u00e8s de AI repose sur une approche centr\u00e9e sur l&#x27;humain : voici cinq r\u00e9alit\u00e9s concr\u00e8tes qui le prouvent<\/h3><\/div><div class=\"fusion-text fusion-text-103 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Nous vivons une \u00e9poque o\u00f9 les possibilit\u00e9s technologiques sont immenses. Dans tous les secteurs, les dirigeants sont inspir\u00e9s par ce que AI permet de r\u00e9aliser, mais ils savent que pour en tirer pleinement parti, il ne suffit pas d\u2019installer un nouveau logiciel. Pour combler le foss\u00e9 entre une validation de principe r\u00e9ussie et une valeur commerciale \u00e9volutive, nous devons adopter une approche ax\u00e9e sur la r\u00e9invention des processus. Les projets qui aboutissent sont ceux qui consid\u00e8rent AI non seulement comme un outil, mais aussi comme un catalyseur d\u2019\u00e9volution culturelle.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-204 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-52\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"70% of AI success is human-centric: Here are five real-world truths that prove it\" data-description=\"We are living through a period of immense technological possibilities. Across industries, leaders are being inspired by what AI can achieve, yet realizing that value requires more than just installing new software. To bridge the gap between a successful proof-of-concept and scalable business value, we must embrace a spirit of process reinvention. The projects that\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-52\"><span><a href=\"https:\/\/x.com\/intent\/post?text=70%25%20of%20AI%20success%20is%20human-centric%3A%20%20Here%20are%20five%20real-world%20truths%20that%20prove%20it&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2F70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-205 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-53 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/70-of-ai-success-is-human-centric-here-are-five-real-world-truths-that-prove-it\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-206 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-52 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-207 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-104\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>3 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-55 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology generative-ai\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-53 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\" target=\"_self\" aria-label=\"TCG ITW \u2013 Edouard de Mezerac\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Inside the layers of the agentic revolution &#8211; Interview by TCG Summit\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac.png\" class=\"img-responsive wp-image-1080343 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/TCG-ITW-Edouard-de-Mezerac.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-55 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Au c\u0153ur des couches de la r\u00e9volution agentique \u2013 Entretien par le TCG Summit<\/h3><\/div><div class=\"fusion-text fusion-text-105 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>\u00c9douard de M\u00e9zerac explique comment la technologie AI, ax\u00e9e sur l&#x27;autonomie, est en passe de red\u00e9finir tous les aspects du commerce, des achats des consommateurs aux op\u00e9rations internes des d\u00e9taillants, et comment les entreprises peuvent exploiter pleinement son potentiel...<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-208 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-53\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Inside the layers of the agentic revolution &#8211; Interview by TCG Summit\" data-description=\"Interview with Edouard de M\u00e9zerac, CEO of Artefact, by the TCG (Technical Consumer Goods) Summit.Edouard de M\u00e9zerac\u00a0outlines how agentic AI is set to redefine everything from consumer shopping to internal retail operations, and how companies can unlock its full potential.How will AI agents change the way consumers search, compare, and purchase products over\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-53\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Inside%20the%20layers%20of%20the%20agentic%20revolution%20%E2%80%93%20Interview%20by%20TCG%20Summit&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Finside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip 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fusion-button-default button-54 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/inside-the-layers-of-the-agentic-revolution-interview-by-tcg-summit\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-210 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-53 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style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>2 f\u00e9vrier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-56 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-54 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\" target=\"_self\" aria-label=\"Chris Article UK (2)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"On the Apathy of UK PropTech &#8211; Why the UK Property Industry is Lagging in its Adoption of AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2.png\" class=\"img-responsive wp-image-1078672 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-56 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">L'apathie du secteur britannique de la PropTech : pourquoi le secteur immobilier britannique tarde \u00e0 adopter la norme IA<\/h3><\/div><div class=\"fusion-text fusion-text-107 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Pendant la majeure partie de la derni\u00e8re d\u00e9cennie, le secteur immobilier britannique a pr\u00e9sent\u00e9 l&#x27;intelligence artificielle comme une technologie \u00e0 venir : imminente, in\u00e9vitable, mais toujours juste \u00e0 l&#x27;horizon. Les programmes des conf\u00e9rences regorgent de tables rondes sur la PropTech, les strat\u00e9gies d&#x27;innovation font abondamment r\u00e9f\u00e9rence \u00e0 la data et \u00e0 l&#x27;automatisation, et la plupart des grandes entreprises peuvent citer au moins quelques projets pilotes, initiatives peu convaincantes ou d\u00e9monstrations de faisabilit\u00e9.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-212 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-54\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"On the Apathy of UK PropTech &#8211; Why the UK Property Industry is Lagging in its Adoption of AI\" data-description=\"The Illusion of Imminence: Where is this Much-Fabled AI Revolution?For much of the past decade, the UK property industry has spoken about Artificial Intelligence as something that is coming: imminent, inevitable, but perpetually just over the horizon. Conference agendas are crowded with PropTech panels, innovation strategies are filled with references to data and automation, and\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-54\"><span><a href=\"https:\/\/x.com\/intent\/post?text=On%20the%20Apathy%20of%20UK%20PropTech%20%E2%80%93%20Why%20the%20UK%20Property%20Industry%20is%20Lagging%20in%20its%20Adoption%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fon-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fon-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai%2F&amp;title=On%20the%20Apathy%20of%20UK%20PropTech%20%26%238211%3B%20Why%20the%20UK%20Property%20Industry%20is%20Lagging%20in%20its%20Adoption%20of%20AI&amp;summary=The%20Illusion%20of%20Imminence%3A%20Where%20is%20this%20Much-Fabled%20AI%20Revolution%3F%0D%0AFor%20much%20of%20the%20past%20decade%2C%20the%20UK%20property%20industry%20has%20spoken%20about%20Artificial%20Intelligence%20as%20something%20that%20is%20coming%3A%20imminent%2C%20inevitable%2C%20but%20perpetually%20just%20over%20the%20horizon.%20Conference%20agendas%20are%20crowded%20with%20PropTech%20panels%2C%20innovation%20strategies%20are%20filled%20with%20references%20to%20data%20and%20automation%2C%20and\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-213 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-55 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/on-the-apathy-of-uk-proptech-why-the-uk-property-industry-is-lagging-in-its-adoption-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-214 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-54 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-215 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-108\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 janvier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-57 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-55 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\" target=\"_self\" aria-label=\"Chris Article RU\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Artefact Co-Chairs Working Group in Setting the First Global AI Standards for Property Surveyors\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK.png\" class=\"img-responsive wp-image-1078670 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Chris-Article-UK.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-57 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Artefact copr\u00e9side un groupe de travail charg\u00e9 d&#x27;\u00e9laborer les premi\u00e8res normes mondiales AI destin\u00e9es aux g\u00e9om\u00e8tres-experts<\/h3><\/div><div class=\"fusion-text fusion-text-109 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>T\u00e9moignant de son r\u00f4le de chef de file dans les domaines de l&#x27;environnement b\u00e2ti, Artefact a copr\u00e9sid\u00e9 la r\u00e9daction et la publication de la premi\u00e8re \u00e9dition mondiale des normes AI de la Royal Institution of Chartered Surveyors (RICS). Ces normes, applicables \u00e0 l&#x27;ensemble des 150 000 g\u00e9om\u00e8tres agr\u00e9\u00e9s \u00e0 compter du 9 mars 2026, sont consid\u00e9r\u00e9es comme les premi\u00e8res publi\u00e9es par un organisme national du secteur immobilier et serviront de mod\u00e8le pour les futures recommandations relatives au d\u00e9ploiement responsable de la norme AI. <\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-216 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-55\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Artefact Co-Chairs Working Group in Setting the First Global AI Standards for Property Surveyors\" data-description=\"The RICS sets global standards on the use of AI for real estate professionalsAs a testament to its leadership in data and AI for the built environment, Artefact co-chaired the writing and publishing of the 1st global edition of the Royal Institution of Chartered Surveyors (RICS) AI Standards. These standards, applicable to all 150,000 chartered\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-55\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Artefact%20Co-Chairs%20Working%20Group%20in%20Setting%20the%20First%20Global%20AI%20Standards%20for%20Property%20Surveyors&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fartefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors%2F&amp;title=Artefact%20Co-Chairs%20Working%20Group%20in%20Setting%20the%20First%20Global%20AI%20Standards%20for%20Property%20Surveyors&amp;summary=The%20RICS%20sets%20global%20standards%20on%20the%20use%20of%20AI%20for%20real%20estate%20professionals%0D%0AAs%20a%20testament%20to%20its%20leadership%20in%20data%20and%20AI%20for%20the%20built%20environment%2C%20Artefact%20co-chaired%20the%20writing%20and%20publishing%20of%20the%201st%20global%20edition%20of%20the%20Royal%20Institution%20of%20Chartered%20Surveyors%20%28RICS%29%20AI%20Standards.%20These%20standards%2C%20applicable%20to%20all%20150%2C000%20chartered\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-217 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-56 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/artefact-co-chairs-working-group-in-setting-the-first-global-ai-standards-for-property-surveyors\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-218 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-55 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-219 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-110\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>30 janvier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-58 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-56 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\" target=\"_self\" aria-label=\"couverture cio\"><img decoding=\"async\" width=\"1826\" height=\"1238\" alt=\"Artefact is one of the Top 10 Leading Google Partners to Watch 2025-26\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM.png\" class=\"img-responsive wp-image-1065653 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-200x136.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-400x271.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-600x407.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-800x542.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM-1200x814.png 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/01\/Screenshot-2026-01-05-at-5.23.12-PM.png 1826w\" sizes=\"(max-width: 640px) 100vw, 1826px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-58 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Artefact figure parmi les 10 principaux partenaires Google \u00e0 suivre en 2025-2026<\/h3><\/div><div class=\"fusion-text fusion-text-111 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>La transformation pilot\u00e9e par Data devrait \u00eatre synonyme de progr\u00e8s, mais des p\u00e9taoctets de donn\u00e9es brutes restent souvent inutilis\u00e9s, les \u00e9tudes de faisabilit\u00e9 pi\u00e9tinent et les \u00e9quipes cloisonn\u00e9es d\u00e9battent de la strat\u00e9gie tandis que les concurrents prennent une longueur d\u2019avance. Artefact met fin \u00e0 cette stagnation en alliant l\u2019intuition de l\u201c\u201d art \u201c \u00e0 la rigueur des \u201d faits \u00bb. Artefact optimise la mise \u00e0 l\u2019\u00e9chelle de AI en combinant l\u2019excellence technique et l\u2019alignement m\u00e9tier. Il transforme des projets pilotes co\u00fbteux en capacit\u00e9s d&#x27;entreprise mesurables. \nEn tant que partenaire Premier Google Cloud et Partenaire de l&#x27;ann\u00e9e 2025 pour la r\u00e9gion EMEA, il \u00e9limine les barri\u00e8res entre la vision commerciale et la r\u00e9alit\u00e9 technique, met en place une infrastructure data foundations s\u00e9curis\u00e9e, d\u00e9ploie des solutions AI sur mesure et renforce les comp\u00e9tences des employ\u00e9s afin que les succ\u00e8s isol\u00e9s se g\u00e9n\u00e9ralisent \u00e0 l&#x27;ensemble de l&#x27;entreprise et que l&#x27;impact mesurable revienne \u00e0 l&#x27;ordre du jour.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-220 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-56\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Artefact is one of the Top 10 Leading Google Partners to Watch 2025-26\" data-description=\"&nbsp;https:\/\/www.ciocoverage.com\/top-10-leading-google-partners-to-watch-2025-26-digital-magazine-goo665g5\/Data-driven transformation should feel like progress, yet petabytes of raw information often sit unused, proofs of concept stall, and siloed teams debate strategy while competitors surge ahead. Artefact halts that stagnation by fusing the intuition of \u201cArt\u201d with the rigor of \u201cFact.\u201dArtefact streamlines AI scaling by merging technical excellence with business alignment. It tra\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-56\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Artefact%20is%20one%20of%20the%20Top%2010%20Leading%20Google%20Partners%20to%20Watch%202025-26&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fscaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fscaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact%2F&amp;title=Artefact%20is%20one%20of%20the%20Top%2010%20Leading%20Google%20Partners%20to%20Watch%202025-26&amp;summary=%26nbsp%3B%0D%0A%0D%0Ahttps%3A%2F%2Fwww.ciocoverage.com%2Ftop-10-leading-google-partners-to-watch-2025-26-digital-magazine-goo665g5%2F%0D%0A%0D%0AData-driven%20transformation%20should%20feel%20like%20progress%2C%20yet%20petabytes%20of%20raw%20information%20often%20sit%20unused%2C%20proofs%20of%20concept%20stall%2C%20and%20siloed%20teams%20debate%20strategy%20while%20competitors%20surge%20ahead.%20Artefact%20halts%20that%20stagnation%20by%20fusing%20the%20intuition%20of%20%E2%80%9CArt%E2%80%9D%20with%20the%20rigor%20of%20%E2%80%9CFact.%E2%80%9D%0D%0AArtefact%20streamlines%20AI%20scaling%20by%20merging%20technical%20excellence%20with%20business%20alignment.%20%0D%0A%0D%0AIt%20tra\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-221 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-57 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/scaling-generative-ai-on-google-cloud-enterprise-data-solutions-artefact\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-222 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-56 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-223 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-112\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5 janvier 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-59 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column generative-ai data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-57 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\" target=\"_self\" aria-label=\"2026 HBR\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI Agents Aren\u2019t Ready for Consumer-Facing Work \u2013 But They Can Excel at Internal Processes.\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR.png\" class=\"img-responsive wp-image-1061682 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/2026-HBR.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-59 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Les agents IA ne sont pas pr\u00eats \u00e0 travailler en contact avec la client\u00e8le, mais ils peuvent exceller dans les processus internes.<\/h3><\/div><div class=\"fusion-text fusion-text-113 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Agentic AI r\u00e9volutionne les op\u00e9rations back-end des entreprises. Un op\u00e9rateur de t\u00e9l\u00e9communications europ\u00e9en a r\u00e9duit de 60 % le temps de r\u00e9solution des appels de service, \u00e9conomis\u00e9 plus d\u2019un million d\u2019euros par an et am\u00e9lior\u00e9 la satisfaction client gr\u00e2ce \u00e0 l\u2019utilisation d\u2019agents AI. Cet exemple fournit des enseignements cl\u00e9s aux dirigeants tout en mettant en \u00e9vidence les d\u00e9fis courants auxquels les entreprises doivent faire face lors de la mise en \u0153uvre d\u2019Agentic AI.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-224 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-57\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"AI Agents Aren\u2019t Ready for Consumer-Facing Work \u2013 But They Can Excel at Internal Processes.\" data-description=\"Read the article on    Consumer adoption remains relatively low as well. Despite the use of words like \u201crevolution,\u201d\u00a0data shows\u00a0that most users touch in weekly rather than daily, unlike the more frequent use of social networks or platforms such as Google. This suggests that gen AI\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-57\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20Agents%20Aren%E2%80%99t%20Ready%20for%20Consumer-Facing%20Work%20%E2%80%93%20But%20They%20Can%20Excel%20at%20Internal%20Processes.&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes%2F&amp;title=AI%20Agents%20Aren%E2%80%99t%20Ready%20for%20Consumer-Facing%20Work%20%E2%80%93%20But%20They%20Can%20Excel%20at%20Internal%20Processes.&amp;summary=Read%20the%20article%20on%20%20%20%20%20%20%20%20%0D%0AConsumer%20adoption%20remains%20relatively%20low%20as%20well.%20Despite%20the%20use%20of%20words%20like%20%E2%80%9Crevolution%2C%E2%80%9D%C2%A0data%20shows%C2%A0that%20most%20users%20touch%20in%20weekly%20rather%20than%20daily%2C%20unlike%20the%20more%20frequent%20use%20of%20social%20networks%20or%20platforms%20such%20as%20Google.%20This%20suggests%20that%20gen%20AI\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-225 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-58 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-226 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-57 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-227 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-114\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>22 d\u00e9cembre 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-60 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-ai-consulting\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-58 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\" target=\"_self\" aria-label=\"Artefact-Secret de Data-Hanan Ouazan\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentic AI: A User Guide to Process-Driven Transformation\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2.png\" class=\"img-responsive wp-image-1059215 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/Template-Banner-website-2.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-60 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Agentic AI : Guide de l&#x27;utilisateur pour une transformation ax\u00e9e sur les processus<\/h3><\/div><div class=\"fusion-text fusion-text-115 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Agentic AI est-il simplement une extension des projets AI g\u00e9n\u00e9ratifs men\u00e9s jusqu\u2019\u00e0 pr\u00e9sent ? La r\u00e9ponse est non. L\u2019accent n\u2019est plus mis sur l\u2019optimisation locale \u00e0 travers un cas d\u2019utilisation unique, mais sur la r\u00e9invention compl\u00e8te des processus m\u00e9tier fondamentaux afin d\u2019en tirer une valeur tangible et mesurable. Un agent n&#x27;est pas un assistant rebaptis\u00e9. Un assistant r\u00e9pond ou g\u00e9n\u00e8re du contenu. Un agent, en revanche, vise un objectif m\u00e9tier sp\u00e9cifique, prend des d\u00e9cisions, interagit avec les syst\u00e8mes et ex\u00e9cute des actions. Il maintient un \u00e9tat, g\u00e8re les exceptions et escalade lorsqu&#x27;il atteint ses limites. Cette diff\u00e9rence n&#x27;est pas superficielle : un agent n&#x27;est pas con\u00e7u pour \" r\u00e9pondre \", mais pour agir au sein d&#x27;un processus.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-228 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-58\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Agentic AI: A User Guide to Process-Driven Transformation\" data-description=\"Is Agentic AI simply an extension of the generative AI projects undertaken until now? The answer is no. The focus is no longer on local optimization through a single use case, but on the complete reinvention of core business processes to extract tangible and measurable value.An agent is not a rebranded assistant. An assistant\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-58\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20AI%3A%20A%20User%20Guide%20to%20Process-Driven%20Transformation&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-ai-user-guide-to-process-driven-transformation%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fagentic-ai-user-guide-to-process-driven-transformation%2F&amp;title=Agentic%20AI%3A%20A%20User%20Guide%20to%20Process-Driven%20Transformation&amp;summary=Is%20Agentic%20AI%20simply%20an%20extension%20of%20the%20generative%20AI%20projects%20undertaken%20until%20now%3F%20The%20answer%20is%20no.%20The%20focus%20is%20no%20longer%20on%20local%20optimization%20through%20a%20single%20use%20case%2C%20but%20on%20the%20complete%20reinvention%20of%20core%20business%20processes%20to%20extract%20tangible%20and%20measurable%20value.%0D%0AAn%20agent%20is%20not%20a%20rebranded%20assistant.%20An%20assistant\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"LinkedIn\" aria-label=\"LinkedIn\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-linkedin awb-icon-linkedin\" style=\"color:#0077b5;\" aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-229 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-59 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/fr\/blog\/agentic-ai-user-guide-to-process-driven-transformation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LIRE LA SUITE<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-230 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-58 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-231 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-116\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>16 d\u00e9cembre 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-61 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column healthcare\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-59 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/synthesis-of-the-ai-for-health-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"blog \u2013 sant\u00e9\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Health Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health.png\" class=\"img-responsive wp-image-1060260 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-health.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-61 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Synth\u00e8se du AI pour Health Insights \u2013 Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-117 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Le Sommet international Adopt AI 2025 s&#x27;est tenu les 25 et 26 novembre au Grand Palais, lieu embl\u00e9matique de Paris. Nous avons eu l&#x27;immense honneur d&#x27;accueillir le pr\u00e9sident Emmanuel Macron, ainsi que nos 600 intervenants et 250 exposants. L&#x27;\u00e9v\u00e9nement a attir\u00e9 20 000 participants sur ses sept sc\u00e8nes d\u00e9di\u00e9es aux \u00e9cosyst\u00e8mes, dont celle consacr\u00e9e \u00e0 la sant\u00e9 (AI).<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-232 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-59\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Health Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Health\u2019 Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Health Replays The\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/synthesis-of-the-ai-for-health-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-59\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Health%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsynthesis-of-the-ai-for-health-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-233 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-60 fusion-button-default-span fusion-button-default-type\" 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-234 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-59 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-235 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-118\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>15 d\u00e9cembre 2025<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-62 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column industrial-energy-utilities\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-60 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/fr\/blog\/synthesis-of-the-ai-for-industry-insights-adopt-ai-2025\/\" target=\"_self\" aria-label=\"blog \u2013 industrie\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Synthesis of the AI for Industry Insights \u2013 Adopt AI 2025\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry.png\" class=\"img-responsive wp-image-1058067 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2025\/12\/blog-industry.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-62 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Synth\u00e8se du rapport IA sur les perspectives du secteur \u2013 Adopt AI 2025<\/h3><\/div><div class=\"fusion-text fusion-text-119 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Nous sommes fiers de vous pr\u00e9senter les intervenants de la session ' AI for Industry \u00bb qui sont mont\u00e9s sur sc\u00e8ne lors du Adopt AI et ont apport\u00e9 une contribution exceptionnelle au sommet. Leur vision, leurs perspectives strat\u00e9giques et leur exp\u00e9rience concr\u00e8te ont \u00e9t\u00e9 d\u2019une aide pr\u00e9cieuse pour inciter les organisations \u00e0 d\u00e9finir et \u00e0 acc\u00e9l\u00e9rer la mise en \u0153uvre de leurs feuilles de route AI.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-236 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-60\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"Synthesis of the AI for Industry Insights \u2013 Adopt AI 2025\" data-description=\"We are proud to share with you the replays of the AI for Industry&#039; Speakers who took the stage at Adopt AI and delivered outstanding value to the summit. Their vision, strategic perspectives, and real-world experience have been invaluable in inspiring organizations to shape and accelerate their AI roadmaps.Watch the AI for Industry Replays\" data-link=\"https:\/\/www.artefact.com\/fr\/blog\/synthesis-of-the-ai-for-industry-insights-adopt-ai-2025\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-60\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Synthesis%20of%20the%20AI%20for%20Industry%20Insights%20%E2%80%93%20Adopt%20AI%202025&amp;url=https%3A%2F%2Fwww.artefact.com%2Ffr%2Fblog%2Fsynthesis-of-the-ai-for-industry-insights-adopt-ai-2025%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a 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aria-hidden=\"true\"><\/i><\/a><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-237 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-61 fusion-button-default-span fusion-button-default-type\" 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style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-238 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-60 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-239 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-120\" 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