{"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\/es\/insights\/blog\/","title":{"rendered":"Blog (p\u00e1gina nueva)"},"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;\">Insp\u00edrate con nuestros \u00faltimos art\u00edculos del 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 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--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:40px;--awb-padding-bottom:20px;--awb-padding-top-small:40px;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start 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-1 fusion_builder_column_1_1 1_1 fusion-flex-column\" 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 de Medium de 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https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Template-Website-Banner-69.webp 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;\">Plataforma de IA de \u00faltima generaci\u00f3n: c\u00f3mo desarrollarla y ampliarla<\/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>Descubra c\u00f3mo crear una plataforma empresarial de IA escalable, integrar la tecnolog\u00eda propia data y obtener un retorno de la inversi\u00f3n real para la empresa que vaya m\u00e1s all\u00e1 de las mejoras en la productividad individual.<\/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\" 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September 15, Hanan Ouazan, Group Chief AI Strategist at Artefact, shared his unfiltered vision of AI-driven transformation. In his presentation, Hanan explained how to move beyond simple individual productivity gains to build an enterprise knowledge platform and maintain a competitive edge.From Individual Adoption to Enterprise\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/next-generation-ai-platform-how-to-build-and-scale\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Next-Generation%20AI%20Platform%3A%20How%20to%20Build%20and%20Scale&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fnext-generation-ai-platform-how-to-build-and-scale%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-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\/es\/blog\/next-generation-ai-platform-how-to-build-and-scale\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>15 de octubre de 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 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-2 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/were-fixing-the-workflow-not-the-margin\/\" target=\"_self\" aria-label=\"Art\u00edculo \u2013 Estamos mejorando el flujo de trabajo, no el margen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"We&#8217;re fixing the workflow, not the margin\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Article-Were-fixing-the-workflow-not-the-margin.webp\" class=\"img-responsive wp-image-1405931 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\/10\/Article-Were-fixing-the-workflow-not-the-margin-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Article-Were-fixing-the-workflow-not-the-margin-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Article-Were-fixing-the-workflow-not-the-margin-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Article-Were-fixing-the-workflow-not-the-margin-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Article-Were-fixing-the-workflow-not-the-margin.webp 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;\">Estamos mejorando el flujo de trabajo, no el margen<\/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>La mayor\u00eda de las aseguradoras han orientado sus programas de inteligencia artificial hacia el \u00edndice de gastos. Sugiero que se centren en el \u00edndice de siniestralidad. Dos conversaciones mantenidas en las \u00faltimas dos semanas me han llevado a esta conclusi\u00f3n. El 17 de septiembre organic\u00e9 una mesa redonda durante un desayuno en Londres sobre la disrupci\u00f3n que supone la IA en la suscripci\u00f3n y la gesti\u00f3n de siniestros, con directores de operaciones, responsables de la experiencia del cliente, responsables de Data y responsables de la transformaci\u00f3n de la IA de varias de las mayores aseguradoras y corredur\u00edas del Reino Unido. La semana pasada particip\u00e9 en una mesa redonda sobre seguros organizada por el INSEAD y un grupo completamente diferente me llev\u00f3 a una conclusi\u00f3n similar...<\/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=\"We&#8217;re fixing the workflow, not the margin\" data-description=\"My assertion: Most insurers have pointed their AI programmes at the expense ratio. I suggest they should be focussed at the loss ratio.Two conversations in the last fortnight got me here. On 17 September I hosted a breakfast roundtable in London on the disruption of AI in underwriting and claims, with COOs, Heads of Customer\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/were-fixing-the-workflow-not-the-margin\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-2\"><span><a href=\"https:\/\/x.com\/intent\/post?text=We%E2%80%99re%20fixing%20the%20workflow%2C%20not%20the%20margin&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwere-fixing-the-workflow-not-the-margin%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwere-fixing-the-workflow-not-the-margin%2F\" 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\/es\/blog\/were-fixing-the-workflow-not-the-margin\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>9 de octubre de 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 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-3 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\" target=\"_self\" aria-label=\"Cuando una empresa inmobiliaria necesita un director de inteligencia artificial\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"When a property firm needs a Chief AI Officer\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/When-a-property-firm-needs-a-Chief-AI-Officer.webp\" class=\"img-responsive wp-image-1405926 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\/10\/When-a-property-firm-needs-a-Chief-AI-Officer-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/When-a-property-firm-needs-a-Chief-AI-Officer-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/When-a-property-firm-needs-a-Chief-AI-Officer-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/When-a-property-firm-needs-a-Chief-AI-Officer-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/When-a-property-firm-needs-a-Chief-AI-Officer.webp 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;\">Cuando una empresa inmobiliaria necesita un director de inteligencia artificial<\/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>En muchas empresas inmobiliarias, la adopci\u00f3n de la IA ha comenzado con un proyecto piloto, unas pocas licencias y la promesa de presentar un plan al consejo de administraci\u00f3n. Sin embargo, est\u00e1 resultando m\u00e1s dif\u00edcil convertir esa iniciativa en un cambio duradero en la forma de trabajar de las personas. La dificultad va m\u00e1s all\u00e1 del sector inmobiliario: el estudio global de JLL \u00abEl futuro del trabajo en 2026\u00bb revel\u00f3 que el 42% de las empresas hab\u00eda superado la fase inicial de proyectos piloto, pero solo el 15% hab\u00eda avanzado en un cambio organizativo impulsado por la IA. Para cerrar esa brecha se necesita a alguien que cuente con el tiempo, la autoridad y el presupuesto necesarios para cambiar la forma de trabajar de la empresa. Para algunas empresas inmobiliarias del Reino Unido, esa figura deber\u00eda ser un director de IA (CAIO). En mi opini\u00f3n, la mayor\u00eda puede delegar esa responsabilidad en otra persona.<\/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=\"When a property firm needs a Chief AI Officer\" data-description=\"In many property firms, AI adoption has started with a pilot, a few licences and a promise to come back to the board with a plan. Turning that activity into a lasting change in how people work is proving harder. The difficulty extends beyond property: JLL\u2019s global 2026 Future of Work research found that 42%\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-3\"><span><a href=\"https:\/\/x.com\/intent\/post?text=When%20a%20property%20firm%20needs%20a%20Chief%20AI%20Officer&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhen-a-property-firm-needs-a-chief-ai-officer%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhen-a-property-firm-needs-a-chief-ai-officer%2F\" 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\/es\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>9 de octubre de 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\/es\/blog\/ai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale\/\" target=\"_self\" aria-label=\"PORTADA_Art\u00edculo_Rentabilidad de la inversi\u00f3n en IA_ C\u00f3mo pueden los directores financieros dar su aprobaci\u00f3n con rigor, desde la fase piloto hasta la implantaci\u00f3n a gran escala\"><img decoding=\"async\" width=\"1440\" height=\"880\" alt=\"AI ROI: How CFOs can approve with discipline, from pilot to scale\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-scaled.webp\" class=\"img-responsive wp-image-1405795 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\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-200x122.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-400x244.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-600x367.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-800x489.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-1200x733.webp 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/COVER_Article_AI-ROI_-How-CFOs-can-approve-with-rigor-from-pilot-to-scale-scaled.webp 1440w\" sizes=\"(max-width: 640px) 100vw, 1440px\" \/><\/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;\">Rentabilidad de la inversi\u00f3n en IA: c\u00f3mo los directores financieros pueden aprobar proyectos con rigor, desde la fase piloto hasta su implantaci\u00f3n a gran escala<\/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>Todas las empresas que aprueban un presupuesto para artificial intelligence corren el mismo riesgo: celebrar una prueba piloto t\u00e9cnicamente impecable que no influye en absoluto en la cuenta de resultados. El problema no es aprobar un presupuesto demasiado elevado, sino medir los aspectos equivocados: el uso, la precisi\u00f3n y la adopci\u00f3n, en lugar de los resultados financieros.<\/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=\"AI ROI: How CFOs can approve with discipline, from pilot to scale\" data-description=\"Every company that approves budget for artificial intelligence runs the same risk: celebrating a technically flawless pilot that does not move a single line of the P&amp;L. The problem is not approving too much. It is measuring the wrong thing: usage, accuracy and adoption instead of financial results.The numbers show the cost of this confusion.\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/ai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-4\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20ROI%3A%20How%20CFOs%20can%20approve%20with%20discipline%2C%20from%20pilot%20to%20scale&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale%2F\" 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\/es\/blog\/ai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>2 de octubre de 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 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-5 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\" target=\"_self\" aria-label=\"La revoluci\u00f3n GEO\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"When AI Recommends Your Bank: The GEO Revolution\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/GEO-Revolution.webp\" class=\"img-responsive wp-image-1405793 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\/10\/GEO-Revolution-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/GEO-Revolution-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/GEO-Revolution-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/GEO-Revolution-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/GEO-Revolution.webp 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;\">Cuando la IA le recomienda su banco: la revoluci\u00f3n GEO<\/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>La visibilidad de las marcas en Internet est\u00e1 pasando de basarse en los clics a basarse en las recomendaciones de la IA en ChatGPT, Gemini y Google AI Overviews. En este estudio realizado en colaboraci\u00f3n con VizibAI, Artefact presenta la \u00abOptimizaci\u00f3n de Motores Generativos\u00bb (GEO) para el sector bancario, ofreciendo un marco concreto para medir, analizar e influir en la forma en que la IA representa a su marca.<\/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=\"When AI Recommends Your Bank: The GEO Revolution\" data-description=\"GEO: The New Frontier of Brand VisibilityFor twenty years, a brand\u2019s online visibility was measured in rankings and clicks. This model is now evolving. A growing share of searches no longer yields a list of links, but a direct answer: ChatGPT, Perplexity, Gemini, or Google&#039;s AI Overviews synthesize, evaluate, and recommend on behalf\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-5\"><span><a href=\"https:\/\/x.com\/intent\/post?text=When%20AI%20Recommends%20Your%20Bank%3A%20The%20GEO%20Revolution&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhen-ai-recommends-your-bank-the-geo-revolution%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhen-ai-recommends-your-bank-the-geo-revolution%2F\" 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\/es\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>1 de octubre de 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\/es\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\" target=\"_self\" aria-label=\"Europa, China y EE. UU.: tres carreras diferentes en el \u00e1mbito de la IA en la misma pista \u2013 blog\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Europe, China, US: Three different AI races on the same track\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog.webp\" class=\"img-responsive wp-image-1405347 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\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Europe-China-US_-Three-Different-AI-Races-on-the-Same-Track-blog.webp 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;\">Europa, China y EE. UU.: tres carreras diferentes en materia de inteligencia artificial en la misma pista<\/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 Federaci\u00f3n Internacional de Rob\u00f3tica contabiliz\u00f3 542 000 instalaciones de robots industriales en todo el mundo en 2024. China acapar\u00f3 295 000 de ellas, m\u00e1s de la mitad. Europa instal\u00f3 unas 85 000 y Estados Unidos, 34 200. El pa\u00eds cuyos modelos m\u00e1s avanzados suelen situarse a la cabeza de las clasificaciones ocupa el \u00faltimo lugar.<\/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=\"Europe, China, US: Three different AI races on the same track\" data-description=\"The International Federation of Robotics counted 542,000 industrial robot installations worldwide in 2024. China took 295,000 of them, more than half. Europe installed about 85,000, and the United States 34,200.The country whose frontier models usually sit at the top of the benchmarks performs last.The so what here is simple. Read the table as an Olympic\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-6\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Europe%2C%20China%2C%20US%3A%20Three%20different%20AI%20races%20on%20the%20same%20track&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Feurope-china-us-three-different-ai-races-on-the-same-track%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Feurope-china-us-three-different-ai-races-on-the-same-track%2F\" 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\/es\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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\" 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\/es\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\" target=\"_self\" aria-label=\"Art\u00edculo: China_Xavier_Ventaja competitiva estrat\u00e9gica\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Foundation models: When they become a commodity, where will enterprise competitive advantage come from?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage-.webp\" class=\"img-responsive wp-image-1404594 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\/09\/Article-China_Xavier_Strategic-competitive-advantage--200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage--800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Xavier_Strategic-competitive-advantage-.webp 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;\">Modelos base: cuando se conviertan en un producto b\u00e1sico, \u00bfde d\u00f3nde proceder\u00e1 la ventaja competitiva de las empresas?<\/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 todas las empresas pueden acceder a una IA con capacidades comparables, \u00bfqu\u00e9 diferenciar\u00e1 a los l\u00edderes del mercado del futuro? La respuesta no reside en el modelo en s\u00ed mismo, sino en el contexto organizativo que se construye a partir de \u00e9l. El contexto organizativo abarca los conocimientos empresariales, los procesos operativos, las normas de toma de decisiones, la experiencia en el sector y las mejores pr\u00e1cticas acumuladas a lo largo de a\u00f1os de gesti\u00f3n empresarial. Es este contexto el que determina si la IA puede comprender verdaderamente c\u00f3mo funciona una empresa, apoyar los objetivos empresariales y aprender continuamente de cada interacci\u00f3n para desarrollar capacidades propias de dicha organizaci\u00f3n.<\/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=\"Foundation models: When they become a commodity, where will enterprise competitive advantage come from?\" data-description=\"Foundation models are rapidly becoming part of the infrastructure of enterprise digital transformation. Models are improving at an unprecedented pace, inference costs continue to fall, open-source ecosystems are flourishing, and performance differences between leading models are narrowing.If every company can access AI of comparable capability, what will differentiate tomorrow\u2019s market leaders?The answer lies not in\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-7\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Foundation%20models%3A%20When%20they%20become%20a%20commodity%2C%20where%20will%20enterprise%20competitive%20advantage%20come%20from%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffoundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffoundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from%2F\" 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\/es\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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 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-8 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\" target=\"_self\" aria-label=\"Art\u00edculo: China_Edam_Capacidades organizativas\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Breaking through the AI transformation bottleneck: Rebuilding organizational capabilities\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities.webp\" class=\"img-responsive wp-image-1404596 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\/09\/Article-China_Edam_Organization-capabilities-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Article-China_Edam_Organization-capabilities.webp 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;\">Superar el cuello de botella de la transformaci\u00f3n hacia la IA: la reconstrucci\u00f3n de las capacidades organizativas<\/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>La inversi\u00f3n empresarial en IA est\u00e1 alcanzando niveles sin precedentes; sin embargo, solo una minor\u00eda de organizaciones est\u00e1 logrando traducir con \u00e9xito esa inversi\u00f3n en valor a gran escala. La brecha no radica principalmente en la tecnolog\u00eda, sino en si una organizaci\u00f3n cuenta con las capacidades necesarias para aprovechar la IA, redise\u00f1ar su negocio y crear valor de forma continua.\nLa transformaci\u00f3n mediante la IA es, en esencia, una transformaci\u00f3n de las capacidades organizativas: capacitar a los empleados para que utilicen la IA de forma eficaz, dotar a los equipos de los medios necesarios para dise\u00f1ar y gestionar sistemas de IA, y crear los mecanismos que permitan a la organizaci\u00f3n asimilar y evolucionar continuamente con las capacidades de la IA.<\/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=\"Breaking through the AI transformation bottleneck: Rebuilding organizational capabilities\" data-description=\"Enterprise investment in AI is reaching unprecedented levels, yet only a minority of organizations are successfully translating that investment into value at scale. The gap is not primarily about technology. It is about whether an organization has the capabilities to harness AI, redesign its business, and continuously create value.AI transformation is fundamentally a transformation of\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-8\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Breaking%20through%20the%20AI%20transformation%20bottleneck%3A%20Rebuilding%20organizational%20capabilities&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fbreaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fbreaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities%2F\" 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\/es\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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 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-9 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\" target=\"_self\" aria-label=\"Lo que la batalla de los Acantilados Rojos puede ense\u00f1arnos sobre la transformaci\u00f3n de la IA en las empresas\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"What the Battle of Red Cliffs can teach us about enterprise AI transformation\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation.webp\" class=\"img-responsive wp-image-1405328 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\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-the-Battle-of-Red-Cliffs-can-teach-us-about-enterprise-AI-transformation.webp 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;\">Lo que la batalla de los Acantilados Rojos puede ense\u00f1arnos sobre la transformaci\u00f3n de la IA en las empresas<\/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>La batalla de los Acantilados Rojos suele recordarse como la historia de una fuerza en inferioridad num\u00e9rica que derrot\u00f3 a un ej\u00e9rcito mucho m\u00e1s numeroso. Sin embargo, desde la perspectiva de la inteligencia artificial empresarial, la lecci\u00f3n m\u00e1s interesante es otra.<\/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=\"What the Battle of Red Cliffs can teach us about enterprise AI transformation\" data-description=\"In AD 208, Cao Cao commanded an army so powerful that few would have dared challenge it. He controlled an overwhelming share of the resources, the largest talent pool, and seemingly unlimited capacity to execute. His objective was equally ambitious: cross the Yangtze River, defeat the forces of Sun Quan and Liu Bei, and\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-9\"><span><a href=\"https:\/\/x.com\/intent\/post?text=What%20the%20Battle%20of%20Red%20Cliffs%20can%20teach%20us%20about%20enterprise%20AI%20transformation&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhat-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhat-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation%2F\" 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\/es\/blog\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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\/es\/blog\/why-geo-in-china-is-different-from-the-west\/\" target=\"_self\" aria-label=\"Por qu\u00e9 GEO en China es diferente a como es en Occidente\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why GEO in China is different from the West\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West.webp\" class=\"img-responsive wp-image-1405327 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\/09\/Why-GEO-in-China-is-different-from-the-West-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Why-GEO-in-China-is-different-from-the-West.webp 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;\">Por qu\u00e9 GEO en China es diferente a como es en Occidente<\/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>La optimizaci\u00f3n de motores generativos (GEO) se est\u00e1 convirtiendo en una nueva prioridad para las marcas que buscan visibilidad en las b\u00fasquedas basadas en la inteligencia artificial. Sin embargo, en China, limitarse a importar un manual de estrategias de GEO occidental podr\u00eda no ser suficiente.\nEl panorama de las b\u00fasquedas en China ha evolucionado desde un sistema dominado por Baidu hasta un ecosistema fragmentado de \u00absuperapps\u00bb, descubrimiento nativo en las plataformas y asistentes de IA. Como resultado, las marcas se enfrentan a un entorno fundamentalmente diferente a la hora de ser descubiertas, destacadas y consideradas fiables por la IA.<\/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=\"Why GEO in China is different from the West\" data-description=\"Search marketing has always been different in ChinaDuring the first industry boom of Search Engine Optimization (SEO) in the early 2000s, Baidu was the dominant player. The behavior back then was quite simple: users searched for something they needed using a keyword, then the results were displayed on Baidu\u2019s page (using their algorithm), and the\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/why-geo-in-china-is-different-from-the-west\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-10\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20GEO%20in%20China%20is%20different%20from%20the%20West&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhy-geo-in-china-is-different-from-the-west%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhy-geo-in-china-is-different-from-the-west%2F\" 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\/es\/blog\/why-geo-in-china-is-different-from-the-west\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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-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-11 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\" target=\"_self\" aria-label=\"La transformaci\u00f3n de China en materia de inteligencia artificial: \u00abSin prisa, pero sin pausa\u00bb\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"China AI transformation: Slow and steady wins the race\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race.webp\" class=\"img-responsive wp-image-1405330 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\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/China-AI-Transformation_-Slow-and-steady-wins-the-race.webp 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;\">La transformaci\u00f3n de China en materia de inteligencia artificial: quien va despacio y con paso firme llega lejos<\/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>La inteligencia artificial avanza a una velocidad sin precedentes, y la presi\u00f3n para no quedarse atr\u00e1s se deja sentir en todas partes. Las empresas compiten por adoptar las herramientas m\u00e1s recientes, compararse con la competencia y lograr mejoras r\u00e1pidas en la eficiencia. Pero, en su prisa por avanzar m\u00e1s r\u00e1pido, \u00bfse est\u00e1n planteando las preguntas adecuadas?<\/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=\"China AI transformation: Slow and steady wins the race\" data-description=\"The changes brought about by artificial intelligence, both in speed and scale, far exceed those of any previous technology. People say things like, \u201cThe competitive moats that companies spent years building can become fragile with sufficient computing power,\u201d or \u201cMost white-collar jobs will be replaced by AI.\u201dAs the media amplifies such narratives, fear has become\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-11\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%20AI%20transformation%3A%20Slow%20and%20steady%20wins%20the%20race&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fchina-ai-transformation-slow-and-steady-wins-the-race%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fchina-ai-transformation-slow-and-steady-wins-the-race%2F\" 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\/es\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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\/es\/blog\/chinas-ai-advantage-the-token-economics\/\" target=\"_self\" aria-label=\"\u00bfEn qu\u00e9 consiste exactamente la econom\u00eda de los tokens?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"China\u2019s AI advantage: The Token Economics\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics.webp\" class=\"img-responsive wp-image-1405329 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\/09\/What-exactly-is-Token-Economics-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/What-exactly-is-Token-Economics.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;\">La ventaja de China en materia de IA: la econom\u00eda de los tokens<\/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>Durante los \u00faltimos dos a\u00f1os, la carrera por la IA ha girado en gran medida en torno a una pregunta: \u00bfqu\u00e9 modelo es el m\u00e1s inteligente? Sin embargo, a medida que las capacidades de los modelos se igualan y el uso de la IA aut\u00f3noma aumenta de forma espectacular, hay otra pregunta que resulta cada vez m\u00e1s dif\u00edcil de ignorar: \u00bfcu\u00e1nto cuesta realmente la inteligencia?\nLa respuesta podr\u00eda residir en una unidad aparentemente sencilla: el token. Los tokens ya no son solo una medida t\u00e9cnica del texto, sino que se est\u00e1n convirtiendo en un coste operativo para las empresas, una variable para la arquitectura de la IA y, potencialmente, una nueva materia prima en la econom\u00eda global de la IA.<\/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=\"China\u2019s AI advantage: The Token Economics\" data-description=\"For the past two years, the defining question in AI was simple: Whose model is the smartest? That question is becoming less decisive. The model layer is commoditizing faster than expected, with capability gaps that once took a year to close now narrowing within a quarter\u2014often through engineering advances outside the model itself. A new\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/chinas-ai-advantage-the-token-economics\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-12\"><span><a href=\"https:\/\/x.com\/intent\/post?text=China%E2%80%99s%20AI%20advantage%3A%20The%20Token%20Economics&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fchinas-ai-advantage-the-token-economics%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fchinas-ai-advantage-the-token-economics%2F\" 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\/es\/blog\/chinas-ai-advantage-the-token-economics\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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 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-13 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\" target=\"_self\" aria-label=\"La IA en China: una perspectiva desde Shangh\u00e1i y por qu\u00e9 las empresas occidentales deber\u00edan prestarle atenci\u00f3n\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI in China: A view from Shanghai, and why Western business should pay attention\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention.webp\" class=\"img-responsive wp-image-1405331 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\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/AI-in-China_-A-view-from-Shanghai-and-why-Western-business-should-pay-attention.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">La IA en China: una perspectiva desde Shangh\u00e1i y por qu\u00e9 las empresas occidentales deber\u00edan prestarle atenci\u00f3n<\/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>El debate mundial sobre la inteligencia artificial suele plantearse como una carrera entre modelos de vanguardia: qui\u00e9n va en cabeza, qu\u00e9 modelo ofrece un mejor rendimiento y qui\u00e9n tiene acceso a los chips m\u00e1s avanzados. Sin embargo, esta perspectiva puede ocultar otra cuesti\u00f3n de gran importancia para las empresas: \u00bfc\u00f3mo se est\u00e1 adoptando, implementando y ampliando realmente la inteligencia artificial en los distintos mercados?<\/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=\"AI in China: A view from Shanghai, and why Western business should pay attention\" data-description=\"In The Innovator&#039;s Dilemma, Clayton Christensen tells the story of the American steel industry in the 1970s and 1980s1.. The large integrated mills, US Steel and Bethlehem and the others, made every grade of steel from iron ore in enormous plants, while a new kind of competitor, the mini-mill, melted scrap in an\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-13\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20in%20China%3A%20A%20view%20from%20Shanghai%2C%20and%20why%20Western%20business%20should%20pay%20attention&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention%2F\" 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\/es\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de septiembre de 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 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-14 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\" target=\"_self\" aria-label=\"Artefact en Databricks: Por qu\u00e9 la IA empresarial necesita algo m\u00e1s que RAG para llegar a la fase de producci\u00f3n\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Why Enterprise AI needs more than RAG to reach production\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production.webp\" class=\"img-responsive wp-image-1404827 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\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/Artefact-at-Databricks-Why-Enterprise-AI-Needs-More-Than-RAG-to-Reach-Production.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">Por qu\u00e9 la IA empresarial necesita algo m\u00e1s que RAG para llegar a la fase de producci\u00f3n<\/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>Aunque muchas empresas inician su andadura en el \u00e1mbito de la IA con la generaci\u00f3n aumentada por recuperaci\u00f3n (RAG), pronto descubren sus l\u00edmites estructurales. En la cumbre Databricks Data + AI, la consultora Artefact argument\u00f3 que los agentes de IA aptos para la producci\u00f3n requieren algo m\u00e1s que la mera recuperaci\u00f3n de informaci\u00f3n: necesitan una base sem\u00e1ntica fiable. Este art\u00edculo analiza por qu\u00e9 una capa ontol\u00f3gica es la clave para interpretar el significado empresarial, determinar la autoridad y permitir que la IA pase de responder preguntas a emprender acciones reguladas y en tiempo real en la empresa.<\/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=\"Why Enterprise AI needs more than RAG to reach production\" data-description=\"At the Databricks Data + AI Summit,\u00a0Artefact\u00a0brought a clear message to enterprise AI leaders: the next phase of AI adoption will not be won by models alone. It will be won by organizations that can build the trusted data, governance, and semantic foundations required to move agents from pilots into production.This article\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-14\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Why%20Enterprise%20AI%20needs%20more%20than%20RAG%20to%20reach%20production&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhy-enterprise-ai-needs-more-than-rag-to-reach-production%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhy-enterprise-ai-needs-more-than-rag-to-reach-production%2F\" 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\/es\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>17 de septiembre de 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 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-15 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\" target=\"_self\" aria-label=\"PORTADA_Art\u00edculo_El verdadero cuello de botella de los agentes de IA\"><img decoding=\"async\" width=\"1080\" height=\"660\" alt=\"The real bottleneck of AI agents: How to build an AI-first culture and ROI-driven knowledge hubs\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents.png\" class=\"img-responsive wp-image-1404011 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\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-200x122.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-400x244.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-600x367.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents-800x489.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/09\/COVER_Article_The-real-bottleneck-of-AI-agents.png 1080w\" sizes=\"(max-width: 640px) 100vw, 1080px\" \/><\/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;\">El verdadero cuello de botella de los agentes de IA: c\u00f3mo crear una cultura centrada en la IA y centros de conocimiento orientados al retorno de la inversi\u00f3n<\/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>Todas las organizaciones que intentan acelerar la adopci\u00f3n de la IA se topan con el mismo obst\u00e1culo: el conocimiento que realmente impulsa los resultados empresariales se encuentra en la mente de las personas. No reside en los sistemas, sino en el criterio de su colaborador m\u00e1s experimentado y en los atajos mentales no documentados que utiliza el responsable de su equipo para cerrar acuerdos complejos.<\/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=\"The real bottleneck of AI agents: How to build an AI-first culture and ROI-driven knowledge hubs\" data-description=\"Every organization trying to accelerate AI adoption hits the same wall: the knowledge that actually drives business outcomes lives inside people&#039;s heads. It doesn&#039;t reside in systems, but in the judgment of your most experienced contributor and the undocumented mental shortcuts your team leader uses to close complex deals.None of these resources, in their raw\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-15\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20real%20bottleneck%20of%20AI%20agents%3A%20How%20to%20build%20an%20AI-first%20culture%20and%20ROI-driven%20knowledge%20hubs&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs%2F\" 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\/es\/blog\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>1 de septiembre de 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 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-16 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\" target=\"_self\" aria-label=\"Rituales de IA que funcionan: h\u00e1bitos econ\u00f3micos que convierten las herramientas de IA en una pr\u00e1ctica cotidiana\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"AI rituals that work: low-cost habits that turn AI tools into everyday practice\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice.png\" class=\"img-responsive wp-image-1403978 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\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/AI-rituals-that-work-low-cost-habits-that-turn-AI-tools-into-everyday-practice.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">Rituales de IA que funcionan: h\u00e1bitos econ\u00f3micos que convierten las herramientas de IA en una pr\u00e1ctica cotidiana<\/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>Lo que observamos en las organizaciones en las que la IA se ha convertido en algo habitual es un peque\u00f1o n\u00famero de actividades repetitivas, que se mantienen durante un a\u00f1o o m\u00e1s, en lugar de una campa\u00f1a de lanzamiento. A ello lo denominamos \u00abrituales\u00bb. Estos mantienen la visibilidad de la IA, hacen que el aprendizaje se convierta en algo cotidiano y proporcionan a los l\u00edderes una visi\u00f3n peri\u00f3dica de lo que est\u00e1 funcionando. <\/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=\"AI rituals that work: low-cost habits that turn AI tools into everyday practice\" data-description=\"The Office for National Statistics reports that AI use among UK businesses with ten or more employees has risen from around 12 per cent in late 2023 to around 35 per cent in mid 2026. Over the same period the average number of AI technologies in use per business moved from 1.4 to 1.6. RICS&#039;s\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-16\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20rituals%20that%20work%3A%20low-cost%20habits%20that%20turn%20AI%20tools%20into%20everyday%20practice&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice%2F\" 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\/es\/blog\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>31 de agosto de 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 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-17 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\" target=\"_self\" aria-label=\"Art\u00edculo \u00abStarburst\u00bb\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The Missing Layer: The operating model your conversational data agents can\u2019t work without\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1.png\" class=\"img-responsive wp-image-1402584 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\/08\/article-starburst-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/article-starburst-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">El eslab\u00f3n que falta: el modelo operativo sin el que sus agentes conversacionales data no pueden funcionar<\/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>Aunque muchas organizaciones han demostrado el valor de la IA conversacional a trav\u00e9s de proyectos piloto exitosos, son pocas las que logran ampliar estas iniciativas a toda la empresa. El reto no radica en el modelo de IA, sino en una capa que falta: un modelo operativo s\u00f3lido para la inteligencia empresarial. Este art\u00edculo presenta un plan de acci\u00f3n para alcanzar el \u00e9xito, en el que se detallan los fundamentos tecnol\u00f3gicos y el modelo organizativo necesarios para poner en pr\u00e1ctica la IA a gran escala. \nDescubra c\u00f3mo integrar el conocimiento empresarial fragmentado en una capa regulada y fiable, y c\u00f3mo hacerla evolucionar continuamente, garantizando que su IA ofrezca resultados fiables, explicables y aplicables.<\/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=\"The Missing Layer: The operating model your conversational data agents can\u2019t work without\" data-description=\"IntroductionArtificial intelligence is rapidly becoming a commodity. Every organization now has access to increasingly capable AI models that continue to improve at an extraordinary pace. Competitive advantage will not come from the models themselves, but from the quality of the enterprise intelligence they can access.Enterprise intelligence\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-17\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20Missing%20Layer%3A%20The%20operating%20model%20your%20conversational%20data%20agents%20can%E2%80%99t%20work%20without&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without%2F\" 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\/es\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de agosto de 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 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\/es\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\" target=\"_self\" aria-label=\"La medici\u00f3n de la IA agencial en entornos de producci\u00f3n: la nueva disciplina de evaluaci\u00f3n para los sistemas aut\u00f3nomos\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Measuring agentic AI in production: the new evaluation discipline for autonomous systems\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems.jpg\" class=\"img-responsive wp-image-1402298 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\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-200x123.jpg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-400x247.jpg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-600x370.jpg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems-800x493.jpg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/08\/Measuring-agentic-AI-in-production-the-new-evaluation-discipline-for-autonomous-systems.jpg 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;\">La medici\u00f3n de la IA agencial en entornos de producci\u00f3n: la nueva disciplina de evaluaci\u00f3n para los sistemas aut\u00f3nomos<\/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>Un cliente con el que colaboramos el a\u00f1o pasado desarroll\u00f3 un agente de inteligencia artificial para las solicitudes de adquisici\u00f3n. Este analizaba los documentos de los proveedores, comparaba precios, se\u00f1alaba riesgos de cumplimiento normativo y elaboraba recomendaciones. Funcionaba bien. Sin embargo, al cabo de un par de meses en producci\u00f3n, el equipo se top\u00f3 con una pregunta para la que no ten\u00eda una respuesta satisfactoria: \u00bfc\u00f3mo medimos si los resultados son consistentemente buenos?<\/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=\"Measuring agentic AI in production: the new evaluation discipline for autonomous systems\" data-description=\"IntroductionA client we worked with last year built an AI agent for procurement requests. It parsed supplier documents, compared pricing, flagged compliance risks, and drafted recommendations. It worked well. But a couple of months into production, the team hit a question they did not have a good answer to: how do we measure whether the\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-18\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Measuring%20agentic%20AI%20in%20production%3A%20the%20new%20evaluation%20discipline%20for%20autonomous%20systems&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fmeasuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fmeasuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems%2F\" 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\/es\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>10 de agosto de 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\/es\/blog\/insurersai-governance-debt-is-coming-due\/\" target=\"_self\" aria-label=\"Art\u00edculo : Sistemas compuestos de IA\"><img decoding=\"async\" width=\"945\" height=\"630\" alt=\"Insurers\u2019 AI governance debt is coming due\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems.png\" class=\"img-responsive wp-image-293340 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-200x133.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-400x267.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-600x400.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems-800x533.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2024\/12\/Compound-AI-Systems.png 945w\" sizes=\"(max-width: 640px) 100vw, 945px\" \/><\/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;\">Llega el momento de que las aseguradoras hagan frente a su deuda en materia de gobernanza de la IA<\/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>A medida que la IA pasa de los chatbots conversacionales a los flujos de trabajo aut\u00f3nomos basados en agentes, los servicios de mejora de las competencias y de adopci\u00f3n en las empresas se han convertido en el motor fundamental de la transformaci\u00f3n de la IA y la escalabilidad organizativa. La simple ingenier\u00eda de prompts ha madurado hasta convertirse en una disciplina con m\u00faltiples niveles que abarca la especificaci\u00f3n, la ingenier\u00eda de contexto, la orquestaci\u00f3n \u00ablow-code\u00bb y el redise\u00f1o de procesos. Las organizaciones que abordan la adopci\u00f3n de la IA como una transformaci\u00f3n empresarial integral, en lugar de como la simple implantaci\u00f3n de una herramienta t\u00e9cnica, logran una velocidad y un retorno de la inversi\u00f3n (ROI) considerablemente mayores. Artefact se sit\u00faa en el centro de esta evoluci\u00f3n, capacitando a las empresas para modernizar las competencias de su plantilla, redise\u00f1ar los procesos fundamentales en torno al criterio humano y establecer una gobernanza s\u00f3lida que permita escalar la IA de forma segura y r\u00e1pida.<\/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=\"Insurers\u2019 AI governance debt is coming due\" data-description=\"Carriers rely on automated systems to shape consumer outcomes, but with AI governance regimes converging, those without integrated, enterprise-wide controls are accumulating regulatory debt that regulators are about to collect.This article was originally published in P&amp;C Magazine; to learn more about upcoming regulatory deadlines and compliance requirements, we invite you to visit the P&amp;C\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/insurersai-governance-debt-is-coming-due\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-19\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Insurers%E2%80%99%20AI%20governance%20debt%20is%20coming%20due&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Finsurersai-governance-debt-is-coming-due%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Finsurersai-governance-debt-is-coming-due%2F\" 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\/es\/blog\/insurersai-governance-debt-is-coming-due\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>3 de agosto de 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\/es\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\" target=\"_self\" aria-label=\"\u00bfQui\u00e9n ser\u00e1 el propietario de la inteligencia que hay detr\u00e1s de los robots europeos?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Who will own the intelligence behind Europe\u2019s robots?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots.png\" class=\"img-responsive wp-image-1400518 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\/07\/Who-will-own-the-intelligence-behind-Europes-robots-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Who-will-own-the-intelligence-behind-Europes-robots.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;\">\u00bfQui\u00e9n ser\u00e1 el propietario de la inteligencia que hay detr\u00e1s de los robots europeos?<\/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>Es posible que Europa haya perdido la primera fase de la carrera por el artificial intelligence. No controla las plataformas cloud de mayor tama\u00f1o, los modelos base m\u00e1s potentes ni una infraestructura inform\u00e1tica especializada suficiente de la que depende la IA avanzada. Sin embargo, la siguiente fase podr\u00eda decidirse en un \u00e1mbito muy diferente: en las naves industriales, en los almacenes y en el interior de las m\u00e1quinas. A medida que la IA pasa de generar texto e im\u00e1genes a percibir, decidir y actuar en el mundo f\u00edsico, la ventaja podr\u00eda inclinarse hacia quienes controlan el data industrial, los sistemas de simulaci\u00f3n y el software utilizado para entrenar a los robots. Esto abre una oportunidad para Europa.<\/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=\"Who will own the intelligence behind Europe\u2019s robots?\" data-description=\"Europe may have lost the first phase of the artificial intelligence race. It does not control the largest cloud platforms, the most powerful foundation models, or enough of the specialised computing infrastructure on which advanced AI depends. But the next phase may be decided somewhere very different: on factory floors, in warehouses and inside\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-20\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Who%20will%20own%20the%20intelligence%20behind%20Europe%E2%80%99s%20robots%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwho-will-own-the-intelligence-behind-europes-robots%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwho-will-own-the-intelligence-behind-europes-robots%2F\" 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-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\/es\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>29 de julio de 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 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-21 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/data-quality-by-design-dbt\/\" target=\"_self\" aria-label=\"dbt labs \u2013 sector\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Data Quality by Design: Why Your Data Governance Must Address Causes, Not Symptoms\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7.png\" class=\"img-responsive wp-image-1400250 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\/07\/7-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/7.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">Data \u00abCalidad por dise\u00f1o\u00bb: Por qu\u00e9 su sistema de gesti\u00f3n de Data debe abordar las causas, y no los s\u00edntomas<\/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>Descubra c\u00f3mo Artefact y dbt Labs integran la calidad de data en el dise\u00f1o de los flujos de trabajo. Solucione las causas fundamentales, elimine la deuda t\u00e9cnica y prep\u00e1rese para la IA aut\u00f3noma.<\/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=\"Data Quality by Design: Why Your Data Governance Must Address Causes, Not Symptoms\" data-description=\"Co-hosted by Artefact and dbt Labs, the webinar &quot;Data Quality by Design: Treating Causes, Not Symptoms&quot; aimed to address a critical strategic alignment that remains underutilized across enterprises: the convergence of Data Governance and Data Engineering.Florence B\u00e9n\u00e9zit, Partner &amp; Global Manufacturing Lead at Artefact, and Eric Ortiz, Partner Development Manager\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/data-quality-by-design-dbt\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-21\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Data%20Quality%20by%20Design%3A%20Why%20Your%20Data%20Governance%20Must%20Address%20Causes%2C%20Not%20Symptoms&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fdata-quality-by-design-dbt%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fdata-quality-by-design-dbt%2F\" 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\/es\/blog\/data-quality-by-design-dbt\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>27 de julio de 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 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-22 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\" target=\"_self\" aria-label=\"\u00bfEs realmente posible crear agentes de IA de nivel empresarial en tan solo unas horas?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Can you really build enterprise grade AI agents within a few hours?\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours.png\" class=\"img-responsive wp-image-1400249 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\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/Can-you-really-build-enterprise-grade-AI-agents-within-a-few-hours.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">\u00bfEs realmente posible crear agentes de IA de nivel empresarial en tan solo unas horas?<\/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>Suele comenzar en una sala de reuniones. Un proveedor abre su ordenador port\u00e1til, escribe una sola frase en un cuadro de chat y observa c\u00f3mo un agente extrae el c\u00f3digo data de tres sistemas, resume un contrato de arrendamiento, se\u00f1ala una cl\u00e1usula para su revisi\u00f3n jur\u00eddica y env\u00eda el resultado por correo electr\u00f3nico al equipo de gesti\u00f3n de activos. Todo el proceso dura noventa segundos. Se hace el silencio en la sala y, a continuaci\u00f3n, alguien pregunta: \u201c\u00bfCu\u00e1nto tiempo se tard\u00f3 en desarrollar eso?\u201d. La respuesta, \u201cuna tarde\u201d, es el momento en el que la mayor\u00eda de las estrategias empresariales de IA se replantean discretamente.<\/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=\"Can you really build enterprise grade AI agents within a few hours?\" data-description=\"A practical guide for executives navigating the agentic shiftIt usually starts in a meeting room. A vendor opens their laptop, types a single sentence into a chat box, and watches an agent pull data from three systems, summarise a tenant contract, flag a clause for legal review, and email the result to the asset management\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-22\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Can%20you%20really%20build%20enterprise%20grade%20AI%20agents%20within%20a%20few%20hours%3F&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fcan-you-really-build-enterprise-grade-ai-agents-within-a-few-hours%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fcan-you-really-build-enterprise-grade-ai-agents-within-a-few-hours%2F\" 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\/es\/blog\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>27 de julio de 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\/es\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\" target=\"_self\" aria-label=\"Se puede automatizar el c\u00f3digo, pero no se puede automatizar la empresa\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"You can automate the code &#8211; you can&#8217;t automate the company\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company.png\" class=\"img-responsive wp-image-1399863 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\/07\/You-can-automate-the-code-you-cant-automate-the-company-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/You-can-automate-the-code-you-cant-automate-the-company.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">Se puede automatizar el c\u00f3digo, pero no se puede automatizar la empresa<\/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>La inteligencia artificial puede sustituir m\u00e1s tareas que nunca. Las empresas que confunden esas tareas con el ejercicio del criterio corren el riesgo de automatizar en su propio perjuicio. A principios de 2026, Oracle pidi\u00f3 a sus empleados que documentaran sus flujos de trabajo y utilizaran sus herramientas internas de inteligencia artificial. Posteriormente, algunos de esos empleados fueron despedidos.<\/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=\"You can automate the code &#8211; you can&#8217;t automate the company\" data-description=\"AI can replace more tasks than ever. Companies that confuse those tasks with judgment risk automating away to their own advantage.In early 2026, Oracle asked employees to document their workflows and use its internal AI tools. Some of those employees were later laid off.One former senior software manager told Time that junior engineers were using\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-23\"><span><a href=\"https:\/\/x.com\/intent\/post?text=You%20can%20automate%20the%20code%20%E2%80%93%20you%20can%E2%80%99t%20automate%20the%20company&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fyou-can-automate-the-code-you-cant-automate-the-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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fyou-can-automate-the-code-you-cant-automate-the-company%2F\" 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\/es\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>24 de julio de 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 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-24 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\" target=\"_self\" aria-label=\"De la idea inicial al redise\u00f1o de los procesos: el camino hacia una adopci\u00f3n satisfactoria de la IA\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From prompting to process redesign: The journey of successful AI adoption\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption.png\" class=\"img-responsive wp-image-1398476 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\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-prompting-to-process-redesign-The-journey-of-successful-AI-adoption.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;\">De la simple sugerencia al redise\u00f1o de procesos: el camino hacia una adopci\u00f3n satisfactoria de la IA<\/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>A medida que la IA pasa de los chatbots conversacionales a los flujos de trabajo aut\u00f3nomos basados en agentes, los servicios de mejora de las competencias y de adopci\u00f3n en las empresas se han convertido en el motor fundamental de la transformaci\u00f3n de la IA y la escalabilidad organizativa. La simple ingenier\u00eda de prompts ha madurado hasta convertirse en una disciplina con m\u00faltiples niveles que abarca la especificaci\u00f3n, la ingenier\u00eda de contexto, la orquestaci\u00f3n \u00ablow-code\u00bb y el redise\u00f1o de procesos. Las organizaciones que abordan la adopci\u00f3n de la IA como una transformaci\u00f3n empresarial integral, en lugar de como la simple implantaci\u00f3n de una herramienta t\u00e9cnica, logran una velocidad y un retorno de la inversi\u00f3n (ROI) considerablemente mayores. Artefact se sit\u00faa en el centro de esta evoluci\u00f3n, capacitando a las empresas para modernizar las competencias de su plantilla, redise\u00f1ar los procesos fundamentales en torno al criterio humano y establecer una gobernanza s\u00f3lida que permita escalar la IA de forma segura y r\u00e1pida.<\/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=\"From prompting to process redesign: The journey of successful AI adoption\" data-description=\"Executive summaryAs AI transitions from conversational chatbots to autonomous agentic workflows, enterprise upskilling and adoption services have become the foundational driver of AI transformation and organizational scalability. Simple prompt engineering has matured into a multi-layered discipline spanning specification, context engineering, low-code orchestration, and process redesign. Organizations that treat AI adoption as a holistic business transformation\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-24\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20prompting%20to%20process%20redesign%3A%20The%20journey%20of%20successful%20AI%20adoption&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffrom-prompting-to-process-redesign-the-journey-of-successful-ai-adoption%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffrom-prompting-to-process-redesign-the-journey-of-successful-ai-adoption%2F\" 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\/es\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>22 de julio de 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 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-25 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\" target=\"_self\" aria-label=\"ai academy \u2013 Resumen de data, julio de 2026\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Enterprise AI fluency beyond tool access: How Artefact AI Academy drives sustainable adoption and capability building\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026.png\" class=\"img-responsive wp-image-1399866 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\/07\/ai-academy-data-digest-july-2026-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/ai-academy-data-digest-july-2026.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;\">Dominio de la IA empresarial m\u00e1s all\u00e1 del simple acceso a las herramientas: c\u00f3mo la Academia de IA Artefact impulsa la adopci\u00f3n sostenible y el desarrollo de capacidades<\/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>Si bien el acceso a la IA en las empresas es casi universal, la verdadera fluidez organizativa sigue siendo poco frecuente. La adquisici\u00f3n de software y la publicaci\u00f3n de directrices sobre comandos no desarrollan autom\u00e1ticamente las capacidades de la plantilla. La verdadera transformaci\u00f3n hacia la IA requiere ir m\u00e1s all\u00e1 de la simple implantaci\u00f3n de herramientas para pasar a un proceso estructurado de mejora de competencias, basado en las funciones y centrado en el criterio humano, la integraci\u00f3n de procesos y la transmisi\u00f3n de conocimientos. La Academia de IA de Artefact colabora con empresas globales para salvar la brecha entre el acceso t\u00e9cnico y el valor operativo. Al considerar el desarrollo de capacidades en IA como un proceso de aprendizaje organizativo continuo, Artefact capacita a las plantillas para integrar la IA de forma segura, estrat\u00e9gica y a gran escala.<\/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=\"Enterprise AI fluency beyond tool access: How Artefact AI Academy drives sustainable adoption and capability building\" data-description=\"Executive summaryWhile enterprise AI access is near universal, genuine organizational fluency remains rare. Buying software and issuing prompt guidelines does not automatically build workforce capability. True AI transformation requires moving beyond tool deployment to structured, role-based upskilling centered on human judgment, process integration, and knowledge transmission. The Artefact AI Academy partners with global enterprises to\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-25\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Enterprise%20AI%20fluency%20beyond%20tool%20access%3A%20How%20Artefact%20AI%20Academy%20drives%20sustainable%20adoption%20and%20capability%20building&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fenterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fenterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building%2F\" 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\/es\/blog\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>22 de julio de 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 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\/es\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\" target=\"_self\" aria-label=\"De la IA personal a la IA organizativa: c\u00f3mo convertir la IA en una ventaja empresarial\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"From personal AI to organizational AI: Turning AI into enterprise advantage\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage.png\" class=\"img-responsive wp-image-1398345 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\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/From-personal-AI-to-organizational-AI-Turning-AI-into-enterprise-advantage.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;\">De la IA personal a la IA organizativa: c\u00f3mo convertir la IA en una ventaja empresarial<\/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>El comercio \u00abagente\u00bb est\u00e1 transformando la forma en que los consumidores descubren y compran productos. En lugar de buscar, explorar y comparar opciones, los clientes recurren cada vez m\u00e1s a la inteligencia artificial para que les oriente en sus decisiones de compra. A medida que la inteligencia artificial se convierte en un nuevo nivel de toma de decisiones, las marcas deben competir no solo por la atenci\u00f3n de los consumidores, sino tambi\u00e9n por las recomendaciones de la inteligencia artificial.<\/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=\"From personal AI to organizational AI: Turning AI into enterprise advantage\" data-description=\"Agentic commerce is reshaping how consumers discover and buy products. Instead of searching, browsing, and comparing options, customers increasingly rely on AI to guide purchasing decisions. As AI becomes a new decision layer, brands must compete not only for consumer attention, but also for AI recommendations.This shift is particularly evident in China. The deep integration\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-26\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20personal%20AI%20to%20organizational%20AI%3A%20Turning%20AI%20into%20enterprise%20advantage&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffrom-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffrom-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage%2F\" 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\/es\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>22 de julio de 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 ai-technology 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-27 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\" target=\"_self\" aria-label=\"C\u00f3mo la IA y data permiten a los proveedores sanitarios ahorrar millones\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI and data save healthcare providers millions\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions.png\" class=\"img-responsive wp-image-1393519 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\/07\/How-AI-and-data-save-healthcare-providers-millions-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-and-data-save-healthcare-providers-millions.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;\">C\u00f3mo la IA y data permiten a los proveedores sanitarios ahorrar millones<\/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>La directora financiera de una red francesa de cuidados posagudos lleva a cabo su cierre mensual, pero las cuentas no cuadran: 2,3 millones de euros en reclamaciones rechazadas por las aseguradoras complementarias, expedientes de pacientes incompletos detectados demasiado tarde y un retraso en la codificaci\u00f3n de los servicios de rehabilitaci\u00f3n que ha pospuesto la presentaci\u00f3n de informes del Programa de Medicalizaci\u00f3n de los Sistemas de Informaci\u00f3n (PMSI) hasta el trimestre siguiente. Ninguno de estos problemas se debe a un fallo cl\u00ednico. Todos son de car\u00e1cter administrativo \u2014y todos se pueden evitar\u2014.<\/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 AI and data save healthcare providers millions\" data-description=\"Billing errors are silently draining clinic revenuesA finance director at a French post-acute care network runs her monthly close, but the numbers don&#039;t add up: \u20ac2.3M in rejected claims from supplementary insurers, incomplete patient files flagged too late, and a rehab coding backlog that has pushed their Information Systems Medicalization Program (PMSI) reporting into the\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-27\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20and%20data%20save%20healthcare%20providers%20millions&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fhow-ai-and-data-save-healthcare-providers-millions%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fhow-ai-and-data-save-healthcare-providers-millions%2F\" 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\/es\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>20 de julio de 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\/es\/blog\/how-ai-is-redefining-the-modern-data-stack\/\" target=\"_self\" aria-label=\"C\u00f3mo la IA est\u00e1 redefiniendo la pila moderna Data\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"How AI is redefining the Modern Data Stack\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack.png\" class=\"img-responsive wp-image-1392513 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\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/How-AI-Is-Redefining-the-Modern-Data-Stack.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">C\u00f3mo la IA est\u00e1 redefiniendo la pila moderna Data<\/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>Hasta hace poco, la ingenier\u00eda de data y la inteligencia artificial eran disciplinas independientes con un punto de traspaso bien definido: los ingenieros de data creaban flujos de trabajo, depuraban los datos de data y se los entregaban a los cient\u00edficos de data, quienes se encargaban de entrenar los modelos. Ambos equipos hablaban idiomas diferentes, utilizaban herramientas distintas y, a menudo, formaban parte de organigramas distintos.<\/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=\"How AI is redefining the Modern Data Stack\" data-description=\"How the boundary between data engineering and AI is dissolving, and why that redefines how data teams build, govern, and deliver value.The old world is goneNot long ago, data engineering and AI were separate disciplines with a clear handshake point: data engineers built pipelines, cleaned data, and handed it off to data scientists who trained\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/how-ai-is-redefining-the-modern-data-stack\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-28\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20AI%20is%20redefining%20the%20Modern%20Data%20Stack&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fhow-ai-is-redefining-the-modern-data-stack%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fhow-ai-is-redefining-the-modern-data-stack%2F\" 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\/es\/blog\/how-ai-is-redefining-the-modern-data-stack\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>20 de julio de 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 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-29 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"El imperativo de la soberan\u00eda: hacer suyo lo que se acumula en la era de la IA\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"The sovereignty imperative: Owning what compounds in the age of AI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI.png\" class=\"img-responsive wp-image-1354420 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\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/07\/The-Sovereignty-Imperative-Owning-What-Compounds-in-the-Age-of-AI.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;\">El imperativo de la soberan\u00eda: ser due\u00f1o de lo que se acumula en la era de la IA<\/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>El 1 de julio de 2026, Alex Karp, de Palantir, intervino en la CNBC y expres\u00f3 lo que la mayor\u00eda de los l\u00edderes empresariales piensan en privado, pero rara vez dicen en directo: en cuanto al modelo de consumo de tokens que popularizaron OpenAI y Anthropic, \"algo ha salido completamente mal\". El d\u00eda anterior, Palantir hab\u00eda publicado un manifiesto de nueve puntos sobre la \"soberan\u00eda de la IA\" y lo hab\u00eda acompa\u00f1ado de un acuerdo para ejecutar los modelos abiertos Nemotron de Nvidia dentro de entornos clasificados y aislados f\u00edsicamente del gobierno de EE. UU. controlados por el cliente.<\/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=\"The sovereignty imperative: Owning what compounds in the age of AI\" data-description=\"From &quot;which model should we use?&quot; to &quot;what must we own to keep our future ours?&quot; \u2014 why nations and enterprises are converging on the same answer.On 1 July 2026, Palantir&#039;s Alex Karp went on CNBC and said what most enterprise leaders think privately but rarely say on air: on the token-consumption model that\" data-link=\"https:\/\/www.artefact.com\/es\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-29\"><span><a href=\"https:\/\/x.com\/intent\/post?text=The%20sovereignty%20imperative%3A%20Owning%20what%20compounds%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-sovereignty-imperative-owning-what-compounds-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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai%2F\" 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-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\/es\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>7 de julio de 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 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-30 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/thinking-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"El pensamiento en la era de la 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-1.png\" class=\"img-responsive wp-image-1400391 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-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Thinking-in-the-age-of-AI-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">El pensamiento en la era de la 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>La inteligencia nunca ha sido tan barata. Pensar nunca ha sido tan caro. Por desgracia, la mayor\u00eda de las organizaciones destinan presupuesto a lo primero y descuidan lo segundo. El contenido generado por IA nunca ha sido tan f\u00e1cil de detectar, como probablemente ya sabr\u00e1. Basta con echar un vistazo a una presentaci\u00f3n o leer las tres primeras l\u00edneas de un correo electr\u00f3nico para saber de inmediato si lo ha escrito una persona o una IA. Esto ser\u00e1 cada vez m\u00e1s evidente a medida que los modelos mejoren.<\/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=\"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\/es\/blog\/thinking-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-30\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thinking%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthinking-in-the-age-of-ai%2F\" 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\/es\/blog\/thinking-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>30 de junio de 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\" 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\/es\/blog\/africa-ai-leapfrog-agentic-transformation\/\" target=\"_self\" aria-label=\"Del dinero m\u00f3vil a los agentes de inteligencia artificial\"><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-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;\">Del dinero m\u00f3vil a los agentes de inteligencia artificial: por qu\u00e9 el pr\u00f3ximo salto cualitativo de \u00c1frica ya est\u00e1 al alcance de la mano<\/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>A trav\u00e9s de conversaciones con l\u00edderes, responsables pol\u00edticos, clientes y socios en Nairobi y Kigali, Artefact analiza una firme convicci\u00f3n: \u00c1frica no se queda atr\u00e1s en materia de inteligencia artificial, sino que se encuentra a las puertas de un nuevo salto tecnol\u00f3gico.<\/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=\"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\/es\/blog\/africa-ai-leapfrog-agentic-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-31\"><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%2Fes%2Fblog%2Fafrica-ai-leapfrog-agentic-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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fafrica-ai-leapfrog-agentic-transformation%2F\" 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-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\/es\/blog\/africa-ai-leapfrog-agentic-transformation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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 de junio de 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 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-32 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\" target=\"_self\" aria-label=\"Ver lo invisible: el lujo en la era de los agentes_La perspectiva 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-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;\">Ver lo invisible: el lujo en la era de los agentes. La perspectiva de Artefact<\/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>Automatizaci\u00f3n. Rapidez. Escala. Todo aquello a lo que el sector del lujo siempre se ha resistido. Y, sin embargo, los agentes de IA podr\u00edan ser la primera tecnolog\u00eda capaz de ofrecer lo que el sector lleva d\u00e9cadas prometiendo, pero que nunca ha logrado alcanzar por completo: conocer a cada cliente como si fuera el \u00fanico.<\/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=\"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\/es\/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-32\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fseeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective%2F\" 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-125 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\/es\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de junio de 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\/es\/blog\/agentic-commerce-when-buying-becomes-delegating\/\" target=\"_self\" aria-label=\"Comercio por encargo: cuando comprar se convierte en delegar\"><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-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;\">Comercio por encargo: cuando comprar se convierte en delegar<\/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>En tan solo unos a\u00f1os, la IA generativa ha pasado de ser una novedad a convertirse en la puerta de entrada por excelencia. Los grandes modelos de lenguaje (LLM) ya atraen cerca de 45 mil millones de visitas al mes, lo que equivale a 56% del volumen de b\u00fasquedas tradicionales, que se ha estancado desde hace a\u00f1os.<\/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=\"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\/es\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-33\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fagentic-commerce-when-buying-becomes-delegating%2F\" 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\/es\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de junio de 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 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-34 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\" target=\"_self\" aria-label=\"C\u00f3mo pueden las empresas fomentar la inclusi\u00f3n de las personas LGBTQIAPN+ mediante un cambio estructural significativo\"><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-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;\">C\u00f3mo pueden las empresas fomentar la inclusi\u00f3n de las personas LGBTQIAPN+ mediante un cambio estructural significativo<\/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>Cada a\u00f1o, el Mes del Orgullo da lugar a campa\u00f1as, contenidos e iniciativas de marca en torno a la causa LGBTQIAPN+. Se trata de un momento importante para la visibilidad, pero el propio mercado se pregunta cada vez con m\u00e1s frecuencia: \u00bfqu\u00e9 viene despu\u00e9s? Estudios recientes apuntan a una se\u00f1al clara: las personas audience desean ver menos comunicaciones puntuales y m\u00e1s estructuras concretas.<\/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=\"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\/es\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-34\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fhow-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change%2F\" 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\/es\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>25 de junio de 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 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-35 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\" target=\"_self\" aria-label=\"Canales propios, data real: por qu\u00e9 la estrategia de CRM debe ser una decisi\u00f3n de la alta direcci\u00f3n y por qu\u00e9 rara vez lo es _ art\u00edculo\"><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\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1.png\" class=\"img-responsive wp-image-1362924 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\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-200x123.png 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-400x247.png 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-600x370.png 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1-800x493.png 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/06\/Own-channels-real-data-Why-CRM-strategy-must-be-a-C-Suite-decision-and-why-it-rarely-is-_-article-1.png 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/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;\">Canales propios, data real: Por qu\u00e9 la estrategia de CRM debe ser una decisi\u00f3n de la alta direcci\u00f3n y por qu\u00e9 rara vez lo es<\/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>La mayor\u00eda de los proyectos de CRM y CDP en los que trabajo en Alemania no fracasan por culpa de la tecnolog\u00eda. Fracasan antes incluso de que se cree el primer flujo de trabajo data. Los directores de marketing (CMO) siguen dirigiendo en gran medida la estrategia de marketing desde silos: marca A, canal B, campa\u00f1a C. Pero el cliente no ve esos silos. Se trata de un viajero de negocios que reserva una mejora de clase el lunes. De un comprador familiar que busca ofertas de fin de semana el viernes. De un asegurado que renueva su p\u00f3liza en octubre. La misma persona. Tres micropersonas distintas. Tres puntos de contacto diferentes. Y en la base de datos data: un perfil plano con una fecha de nacimiento y una lista de todas las transacciones.<\/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=\"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\/es\/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-35\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%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=\"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\/es\/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\">LEER M\u00c1S<\/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>16 de junio de 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 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-36 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\" target=\"_self\" aria-label=\"Art\u00edculo 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-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;\">M\u00e1s all\u00e1 del entorno de pruebas: c\u00f3mo obtener un valor empresarial cuantificable de la IA aut\u00f3noma<\/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>Aunque la IA promete un servicio m\u00e1s r\u00e1pido y una toma de decisiones m\u00e1s matizada, gran parte de ese potencial sigue limitado al \u00e1mbito experimental. Descubra c\u00f3mo las organizaciones l\u00edderes est\u00e1n yendo m\u00e1s all\u00e1 de los simples proyectos piloto de IA, superando los obst\u00e1culos para su adopci\u00f3n por parte del personal e integrando flujos de trabajo aut\u00f3nomos en los procesos empresariales fundamentales para generar un retorno de la inversi\u00f3n real y cuantificable.<\/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=\"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\/es\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-36\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Funlock-business-value-from-agentic-ai-beyond-the-sandbox%2F\" 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-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\/es\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>11 de junio de 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\" 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\/es\/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=\"Esperar a que la IA madure es una apuesta que quiz\u00e1 no pueda permitirse: por qu\u00e9 la tendencia del sector inmobiliario brit\u00e1nico a esperar es su mayor riesgo, y por d\u00f3nde empezar realmente\"><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-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;\">Esperar a que la IA madure es una apuesta que quiz\u00e1 no pueda permitirse: por qu\u00e9 la tendencia del sector inmobiliario brit\u00e1nico a esperar es su mayor riesgo, y por d\u00f3nde empezar realmente<\/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>Me he reunido con innumerables directivos del sector inmobiliario que se muestran genuinamente sorprendidos por el lento ritmo de adopci\u00f3n de la IA en sus propias empresas, a pesar de haber activado Copilot para todos sus equipos. El patr\u00f3n es notablemente constante. Se adquiere una licencia, a menudo la m\u00e1s barata disponible, se imparte poca o ninguna formaci\u00f3n real, y la direcci\u00f3n espera entonces una transformaci\u00f3n que nunca llega. La adopci\u00f3n sigue siendo baja, la frustraci\u00f3n crece y el cambio radical prometido brilla por su ausencia. La suposici\u00f3n subyacente es que poner una herramienta potente en manos de las personas equivale a cambiar su forma de trabajar.<\/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=\"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\/es\/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-37\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%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=\"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-145 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-38 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\/es\/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\">LEER M\u00c1S<\/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-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>11 de junio de 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 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-38 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\" target=\"_self\" aria-label=\"La empresa de la conducci\u00f3n aut\u00f3noma: por qu\u00e9 los fabricantes de autom\u00f3viles necesitan una IA con capacidad de agencia antes de los veh\u00edculos totalmente aut\u00f3nomos\"><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-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;\">La empresa de la conducci\u00f3n aut\u00f3noma: por qu\u00e9 los fabricantes de autom\u00f3viles necesitan una IA con capacidad de agencia antes de los veh\u00edculos totalmente aut\u00f3nomos<\/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>La industria automovil\u00edstica se encuentra en medio de una paradoja. Los fabricantes de equipos originales (OEM) est\u00e1n invirtiendo miles de millones en desarrollar veh\u00edculos capaces de detectar su entorno, evaluar los riesgos y actuar sin intervenci\u00f3n humana; sin embargo, las organizaciones que fabrican esos veh\u00edculos siguen dependiendo de ciclos de planificaci\u00f3n anuales, cadenas de decisi\u00f3n manuales y sistemas que no fueron dise\u00f1ados para comunicarse entre s\u00ed. Los veh\u00edculos se est\u00e1n volviendo aut\u00f3nomos m\u00e1s r\u00e1pido que las empresas que los producen. Este desajuste ya no es una simple curiosidad estrat\u00e9gica. En un sector que se enfrenta a la presi\u00f3n simult\u00e1nea de la electrificaci\u00f3n, las arquitecturas de veh\u00edculos definidas por software, los m\u00e1rgenes reducidos y la competencia cada vez m\u00e1s intensa de los fabricantes chinos \u2014que est\u00e1n superando a los fabricantes de equipos originales occidentales tanto en costes como en integraci\u00f3n de la IA\u2014, la latencia en la toma de decisiones se ha convertido en un lastre estructural.<\/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=\"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\/es\/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-38\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>11 de junio de 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 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-39 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\" target=\"_self\" aria-label=\"La IA ag\u00e9ntica y el futuro de la medici\u00f3n siempre activa\"><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-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;\">La IA ag\u00e9ntica y el futuro de la medici\u00f3n siempre activa<\/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>Los equipos de SEO de Artefact en el Benelux y Alemania unieron fuerzas para celebrar una cumbre de intercambio de conocimientos entre mercados centrada en AI, la automatizaci\u00f3n y el futuro de las b\u00fasquedas. Desde la optimizaci\u00f3n de los flujos de trabajo con AI hasta el desarrollo de estrategias de GEO (optimizaci\u00f3n de motores generativos) para motores de b\u00fasqueda impulsados por AI, esta colaboraci\u00f3n refuerza la red One Artefact y ofrece soluciones de SEO m\u00e1s inteligentes y escalables para clientes internacionales.<\/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=\"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\/es\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-39\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fagentic-ai-and-the-future-of-always-on-measurement%2F\" 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\/es\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>26 mayo 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 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-40 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\" target=\"_self\" aria-label=\"Dominar el tri\u00e1ngulo de oro de la medici\u00f3n del 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-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;\">Dominar el tri\u00e1ngulo de oro de la medici\u00f3n del marketing<\/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>Los equipos de SEO de Artefact en el Benelux y Alemania unieron fuerzas para celebrar una cumbre de intercambio de conocimientos entre mercados centrada en AI, la automatizaci\u00f3n y el futuro de las b\u00fasquedas. Desde la optimizaci\u00f3n de los flujos de trabajo con AI hasta el desarrollo de estrategias de GEO (optimizaci\u00f3n de motores generativos) para motores de b\u00fasqueda impulsados por AI, esta colaboraci\u00f3n refuerza la red One Artefact y ofrece soluciones de SEO m\u00e1s inteligentes y escalables para clientes internacionales.<\/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=\"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\/es\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-40\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fmastering-the-golden-triangle-of-marketing-measurement%2F\" 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\/es\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>26 mayo 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\/es\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\" target=\"_self\" aria-label=\"sin nombre (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-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;\">Bajo la l\u00ednea de flotaci\u00f3n:  Las cuatro capas de una empresa nativa de la IA<\/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>La gesti\u00f3n de patrimonios est\u00e1 anclada en el pasado. Los clientes viven en un mundo de recomendaciones hiperpersonalizadas y sin esfuerzo de YouTube, TikTok o Amazon, y sin embargo los bancos impulsan los productos a trav\u00e9s de libros de reglas, segmentaci\u00f3n torpe y conjeturas de los asesores. Los bancos luchan por mantenerse a la altura de las expectativas de los clientes y de la complejidad de las carteras actuales. La IA h\u00edbrida puede cambiar esta situaci\u00f3n. Al fusionar el aprendizaje autom\u00e1tico, la disciplina de optimizaci\u00f3n de carteras y la inteligencia contextual de grandes modelos ling\u00fc\u00edsticos, gobernados por una capa de IA ag\u00e9ntica, los gestores de patrimonios pueden ofrecer recomendaciones que parezcan inteligentes, personales y oportunas.<\/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=\"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\/es\/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-41\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fbelow-the-waterline-the-four-layers-of-an-ai-native-company%2F\" 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-161 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-42 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\/es\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>26 mayo 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\/es\/blog\/transforming-wealth-management-with-hybrid-ai\/\" target=\"_self\" aria-label=\"Art\u00edculo - Transformar la gesti\u00f3n de patrimonios con el AI h\u00edbrido\"><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-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;\">Transformaci\u00f3n de la gesti\u00f3n de patrimonios con el h\u00edbrido AI<\/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>La gesti\u00f3n de patrimonios est\u00e1 anclada en el pasado. Los clientes viven en un mundo de recomendaciones hiperpersonalizadas y sin esfuerzo de YouTube, TikTok o Amazon, y sin embargo los bancos impulsan los productos a trav\u00e9s de libros de reglas, segmentaci\u00f3n torpe y conjeturas de los asesores. Los bancos luchan por mantenerse a la altura de las expectativas de los clientes y de la complejidad de las carteras actuales. La IA h\u00edbrida puede cambiar esta situaci\u00f3n. Al fusionar el aprendizaje autom\u00e1tico, la disciplina de optimizaci\u00f3n de carteras y la inteligencia contextual de grandes modelos ling\u00fc\u00edsticos, gobernados por una capa de IA ag\u00e9ntica, los gestores de patrimonios pueden ofrecer recomendaciones que parezcan inteligentes, personales y oportunas.<\/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=\"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\/es\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-42\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Transforming%20Wealth%20Management%20with%20Hybrid%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ftransforming-wealth-management-with-hybrid-ai%2F\" 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\/es\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>21 de mayo de 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 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-43 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\" target=\"_self\" aria-label=\"art\u00edculo-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-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;\">La transformaci\u00f3n AI que da resultados: Por qu\u00e9 los procesos, las personas y la tecnolog\u00eda deben avanzar juntos<\/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>Se prev\u00e9 que el mercado de transformaci\u00f3n digital de Oriente Pr\u00f3ximo alcance los $205.000 millones en 2031. Las estrategias nacionales en todo el Golfo, desde la Estrategia de IA 2031 de los EAU hasta la Visi\u00f3n Saud\u00ed 2030 y la Visi\u00f3n Nacional 2030 de Qatar, est\u00e1n anclando una inversi\u00f3n sin precedentes en infraestructura de IA, capacidad soberana y diversificaci\u00f3n econ\u00f3mica. El compromiso es real. Pero la cuesti\u00f3n que define a toda gran organizaci\u00f3n es si esa inversi\u00f3n produce una transformaci\u00f3n en toda la empresa o se queda en una colecci\u00f3n de pilotos desconectados.<\/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 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\/es\/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-43\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fthe-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>21 de mayo de 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 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-44 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/key-learnings-from-ukreiif-2026\/\" target=\"_self\" aria-label=\"Ense\u00f1anzas clave 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-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;\">Ense\u00f1anzas clave de UKREiiF 2026<\/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>La propiedad es una industria humana. Profundamente impulsada por las relaciones. Las viviendas no se comercializan como una mercanc\u00eda; tienen un alto valor y un bajo volumen de transacciones. Un capital enorme es desplegado por un n\u00famero sorprendentemente reducido de personas. Que tambi\u00e9n es emocional y a menudo irracional no es una revelaci\u00f3n para nadie en la sala. Estos no son buenos atributos para el despliegue de la IA a escala. Los casos de uso tienden a centrarse en la automatizaci\u00f3n del back office, una mejor gesti\u00f3n data y una mejor toma de decisiones. A diferencia de la mayor\u00eda de los sectores, el inmobiliario es uno en el que el conocimiento genuino de la industria sigue siendo una ventaja real y duradera; existe una cuesti\u00f3n de confianza por la que los ejecutivos no quieren casos de uso tomados de otras industrias.<\/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=\"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\/es\/blog\/key-learnings-from-ukreiif-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-44\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Key%20Learnings%20from%20UKREiiF%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fkey-learnings-from-ukreiif-2026%2F\" 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\/es\/blog\/key-learnings-from-ukreiif-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>20 de mayo de 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 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-45 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\" target=\"_self\" aria-label=\"Colaboraci\u00f3n geogr\u00e1fica NL x DACH\"><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-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;\">Sinergia transfronteriza: c\u00f3mo Artefact Benelux y DACH est\u00e1n ampliando su presencia en toda Europa<\/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>Los equipos de SEO de Artefact en el Benelux y Alemania unieron fuerzas para celebrar una cumbre de intercambio de conocimientos entre mercados centrada en AI, la automatizaci\u00f3n y el futuro de las b\u00fasquedas. Desde la optimizaci\u00f3n de los flujos de trabajo con AI hasta el desarrollo de estrategias de GEO (optimizaci\u00f3n de motores generativos) para motores de b\u00fasqueda impulsados por AI, esta colaboraci\u00f3n refuerza la red One Artefact y ofrece soluciones de SEO m\u00e1s inteligentes y escalables para clientes internacionales.<\/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=\"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\/es\/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-45\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fsynergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>16 de mayo de 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\/es\/blog\/state-of-play-conversational-commerce-2026\/\" target=\"_self\" aria-label=\"Comercio conversacional\"><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-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;\">Estado de la situaci\u00f3n: Comercio conversacional 2026<\/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>El panorama del marketing conversacional se ha fragmentado. Mientras que Anthropic y Perplexity est\u00e1n abandonando por completo la publicidad para proteger la confianza de los usuarios, OpenAI ha lanzado un gestor de anuncios CPC centrado en el rendimiento, y Google est\u00e1 dando un giro hacia las compras asistidas por agentes. A continuaci\u00f3n, presentamos las cinco novedades clave que est\u00e1n redefiniendo el comercio conversacional en la primavera de 2026, y lo que significan para las marcas europeas.<\/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=\"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\/es\/blog\/state-of-play-conversational-commerce-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-46\"><span><a href=\"https:\/\/x.com\/intent\/post?text=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fstate-of-play-conversational-commerce-2026%2F\" 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\/es\/blog\/state-of-play-conversational-commerce-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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 de mayo de 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 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-47 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\" target=\"_self\" aria-label=\"Detectando alucinaciones en LLMs, un token a la vez\"><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-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;\">Detectando alucinaciones en LLMs, un token a la vez<\/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>Los modelos de lenguaje grandes son asombrosamente capaces. Resumen, traducen, razonan y programan (mejor que yo). Pero a diferencia de m\u00ed, tambi\u00e9n se han hecho notorios por inventar hechos con una confianza inquietante.<\/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=\"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\/es\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-47\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fdetecting-hallucinations-in-llms-one-token-at-a-time%2F\" 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-185 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-48 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\/es\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>11 de mayo de 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 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-48 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\" target=\"_self\" aria-label=\"Superar el \u00abSaaSpocalipsis\u00bb: an\u00e1lisis del impacto de AI en las carteras de software\"><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-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;\">C\u00f3mo sobrevivir al \u00abSaaSpocalipsis\u00bb: evaluaci\u00f3n del impacto del modelo AI en las carteras de software<\/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>Aunque se dice en tono ir\u00f3nico, siempre he considerado que el consejo de \u2018nunca hagas predicciones, sobre todo sobre el futuro\u2019 es muy acertado, y nunca m\u00e1s que en el mundo de AI. Hace tres a\u00f1os, AI se promocion\u00f3 como un acelerador para las empresas de software modernas, nativas de cloud; un impulsor que potenciaba a equipos de desarrolladores l\u00edderes en el sector y bien dotados de personal para ofrecer mejores productos a un ritmo cada vez m\u00e1s acelerado.<\/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=\"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\/es\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-48\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fsurviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios%2F\" 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\/es\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>7 de mayo de 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\/es\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\" target=\"_self\" aria-label=\"Art\u00edculo - Transformaci\u00f3n de la IA ag\u00e9ntica en el sector p\u00fablico_C\u00f3mo ganan los gobiernos industrializando la IA ag\u00e9ntica\"><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-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;\">Transformaci\u00f3n de la IA ag\u00e9ntica en el sector p\u00fablico: C\u00f3mo ganan los gobiernos industrializando la IA ag\u00e9ntica<\/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>El sector p\u00fablico se encuentra en un momento decisivo. Con una deuda p\u00fablica mundial que alcanzar\u00e1 la cifra sin precedentes de $102 billones en 2024, los gobiernos se encuentran atrapados entre fuerzas estructurales opuestas. Por un lado, el espacio fiscal se est\u00e1 reduciendo r\u00e1pidamente, con m\u00e1s de 3.400 millones de personas viviendo en pa\u00edses que gastan m\u00e1s en intereses de la deuda que en sanidad o educaci\u00f3n. Por otro lado, las expectativas de los ciudadanos se disparan, exigiendo servicios digitales que rivalicen con la velocidad y la personalizaci\u00f3n de la 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-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=\"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\/es\/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-49\"><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%2Fes%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 href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fagentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>5 de mayo de 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\/es\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\" target=\"_self\" aria-label=\"Ampliaci\u00f3n de AI en el \u00abA\u00f1o de la Ejecuci\u00f3n\u00bb de Oriente Medio\"><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-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;\">Ampliaci\u00f3n de AI en el \u201cA\u00f1o de la ejecuci\u00f3n\u201d de Oriente Medio\u201d<\/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>A medida que avanzamos en el segundo trimestre de 2026, el debate mundial en torno a AI ha llegado a un punto de inflexi\u00f3n crucial. La fascinaci\u00f3n inicial por los modelos generativos ha madurado hasta convertirse en una demanda de impacto industrial cuantificable. En Oriente Medio, una regi\u00f3n que actualmente sirve de laboratorio global para los giga y megaproyectos digitales m\u00e1s ambiciosos del mundo, la cuesti\u00f3n ya no es el potencial de AI, sino su rendimiento a gran escala.<\/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=\"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\/es\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-50\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fscaling-ai-in-the-middle-easts-year-of-execution%2F\" 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\/es\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>5 de mayo de 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 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-51 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/generative-vs-agentic-ai-marketing-2026\/\" target=\"_self\" aria-label=\"Marketing y agencia 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-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;\">AI generativo frente a AI ag\u00e9nico: por qu\u00e9 2026 es el a\u00f1o del marketing aut\u00f3nomo<\/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>A medida que la \"deuda de transformaci\u00f3n\" paraliza el marketing tradicional, el imperativo estrat\u00e9gico para 2026 pasa de la simple generaci\u00f3n de contenidos a la ejecuci\u00f3n aut\u00f3noma. Descubre c\u00f3mo Agentic AI est\u00e1 eliminando los silos, reduciendo la latencia de las campa\u00f1as y liberando la creatividad humana para que se centre en la estrategia de alto nivel.<\/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=\"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\/es\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-51\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fgenerative-vs-agentic-ai-marketing-2026%2F\" 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\/es\/blog\/generative-vs-agentic-ai-marketing-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>29 de abril de 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\/es\/blog\/china-ai-transformation-different-game\/\" target=\"_self\" aria-label=\"Art\u00edculo \u2013 La transformaci\u00f3n del plan AI en China: un juego diferente\"><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-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;\">La transformaci\u00f3n AI de China: un juego diferente<\/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>Desde el \u00e9xito de DeepSeek R1 hasta la tendencia viral de \u201ccriar langostas\u201d (adopci\u00f3n de OpenClaw), todo ello en tan solo un a\u00f1o, la tecnolog\u00eda AI en China se est\u00e1 adoptando y ampliando de una forma radicalmente diferente, lo que se traduce r\u00e1pidamente en un valor comercial 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-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=\"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\/es\/blog\/china-ai-transformation-different-game\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-52\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fchina-ai-transformation-different-game%2F\" 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-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\/es\/blog\/china-ai-transformation-different-game\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>28 de abril de 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 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-53 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\" target=\"_self\" aria-label=\"estrategia-ia-google-shopping-lujo\"><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-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;\">C\u00f3mo AI resucit\u00f3 el 40% de un cat\u00e1logo de productos<\/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>\u00bfC\u00f3mo logr\u00f3 una marca de belleza de alta gama reducir considerablemente sus \"productos zombis\", aumentar la visibilidad de su cat\u00e1logo y recortar dr\u00e1sticamente los costes de tr\u00e1fico en tan solo unas semanas? Este art\u00edculo analiza la implementaci\u00f3n estrat\u00e9gica de AI que lo hizo posible.<\/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=\"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\/es\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-53\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fcomment-lia-a-ressuscite-40-dun-catalogue-produit%2F\" 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-209 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-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\/es\/blog\/comment-lia-a-ressuscite-40-dun-catalogue-produit\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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 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-211 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-106\" 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 de abril de 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 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-54 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/why-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement\/\" target=\"_self\" aria-label=\"data y AI NL 31 de marzo\"><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-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;\">Por qu\u00e9 la medici\u00f3n del marketing sigue sin estar a la altura y c\u00f3mo Agentic AI subsana esta carencia (incluye demostraci\u00f3n)<\/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>En este art\u00edculo, analizamos c\u00f3mo la plataforma AI transforma la medici\u00f3n del marketing al automatizar el an\u00e1lisis, orientar las decisiones y acelerar la ejecuci\u00f3n a lo largo de todo el embudo de conversi\u00f3n.<\/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=\"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\/es\/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-54\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fwhy-agentic-ai-is-becoming-the-missing-layer-in-modern-marketing-measurement%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>13 de abril de 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 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-55 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/agentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready\/\" target=\"_self\" aria-label=\"Art\u00edculo \u2013 Comercio agencial \u2013 De los casos de uso de AI a una reinvenci\u00f3n integral\"><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-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;\">Comercio agentivo: de los casos de uso de AI a una reinvenci\u00f3n integral. \u00bfEst\u00e1s preparado?<\/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>En la reciente Cumbre Minorista de TCG, Edouard de M\u00e9zerac se propuso aclarar el ruido que rodea a la tecnolog\u00eda AI. Su mensaje: la era de los casos de uso dispersos ha llegado a su fin. Lo que viene ahora es algo mucho m\u00e1s estructural y exigente. Durante a\u00f1os, las empresas han experimentado con la tecnolog\u00eda AI en nichos aislados, descritos como \u201cpuntos de color\u201d repartidos por toda la organizaci\u00f3n. \u00bf\u00datil, tal vez? \u00bfTransformador? No del todo. Ahora, el panorama est\u00e1 cambiando. El AI de Agentic no consiste en a\u00f1adir otra capa de tecnolog\u00eda. Se trata de replantearse c\u00f3mo se realiza el trabajo, de principio a fin.<\/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=\"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\/es\/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-55\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fagentic-commerce-from-ai-use-cases-to-end-to-end-reinvention-are-you-ready%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>12 de abril de 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 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-56 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/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=\"C\u00f3mo la industria farmac\u00e9utica deber\u00eda repensar el marketing en la era de la 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-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;\">C\u00f3mo los asistentes de Health AI (y GEO) transformar\u00e1n la experiencia de los pacientes y los profesionales sanitarios, y qu\u00e9 debe hacer la industria farmac\u00e9utica para participar activamente en este proceso<\/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>Un paciente se despierta con un dolor de espalda recurrente y le pregunta a un asistente de AI qu\u00e9 debe hacer. La aplicaci\u00f3n revisa su historial, detecta una receta anterior y sugiere cambiar a otro antiinflamatorio. Tu mol\u00e9cula no aparece mencionada. Para cuando el paciente acuda al m\u00e9dico esa misma tarde para que le recete algo, el panorama ya est\u00e1 claro.<\/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=\"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\/es\/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-56\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%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=\"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\/es\/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\">LEER M\u00c1S<\/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>9 de abril de 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 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-57 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\" target=\"_self\" aria-label=\"Art\u00edculo sobre Blog: \u00bfSe est\u00e1 abaratando realmente el AI?_La ilusi\u00f3n del coste de los tokens\"><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-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;\">\u00bfDe verdad se est\u00e1 abaratando el AI? La ilusi\u00f3n del coste de los tokens<\/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>Imaginemos a un director financiero revisando el gasto trimestral de cloud. El equipo de AI presenta un gr\u00e1fico convincente: los costes de inferencia por token han bajado un 75% con respecto al a\u00f1o anterior. Los modelos son m\u00e1s r\u00e1pidos, las API son m\u00e1s baratas y el proveedor ofrece descuentos por volumen. Todo apunta a un ahorro. Entonces llega la factura real, y el total es m\u00e1s alto que el del trimestre anterior.<\/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=\"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\/es\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-57\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fis-ai-really-getting-cheaper-the-token-cost-illusion%2F\" 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\/es\/blog\/is-ai-really-getting-cheaper-the-token-cost-illusion\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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>1 de abril de 2026<\/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 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-58 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/from-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality\/\" target=\"_self\" aria-label=\"Art\u00edculo: C\u00f3mo Ardian y Artefact est\u00e1n afrontando la nueva realidad 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-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;\">De los cimientos a las fronteras: c\u00f3mo Ardian y Artefact se est\u00e1n adaptando a la nueva realidad de AI<\/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>En el cambiante panorama del capital riesgo, el debate ha ido mucho m\u00e1s all\u00e1 de la simple ingenier\u00eda financiera. Hoy en d\u00eda, la creaci\u00f3n de valor depende cada vez m\u00e1s de la capacidad de una empresa para aprovechar el data. En la segunda edici\u00f3n de la conferencia AI for Alternative Investment (AI x AI), Arthur Garnier se reuni\u00f3 con Elina Ashkinazi-Ildis para analizar el camino desde el potencial te\u00f3rico del AI hasta la excelencia operativa 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-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=\"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\/es\/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-58\"><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%2Fes%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 href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Ffrom-foundations-to-frontiers-how-ardian-and-artefact-are-navigating-the-new-ai-reality%2F\" 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\/es\/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\">LEER M\u00c1S<\/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>31 de marzo de 2026<\/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 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-59 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/ia-industrie-resilience-securite-performance\/\" target=\"_self\" aria-label=\"Youtube en miniatura (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-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;\">\u00bfSe puede confiar la resiliencia, la seguridad y el rendimiento del sector industrial a la inteligencia artificial?<\/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>El pasado 31 de marzo tuvo lugar el 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-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=\"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\/es\/blog\/ia-industrie-resilience-securite-performance\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-59\"><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%2Fes%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\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fes%2Fblog%2Fia-industrie-resilience-securite-performance%2F\" 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-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\" 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\/es\/blog\/ia-industrie-resilience-securite-performance\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">LEER M\u00c1S<\/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-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>31 de marzo de 2026<\/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 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-60 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/es\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\" target=\"_self\" aria-label=\"Ampliar la colaboraci\u00f3n Data en la era 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-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;\">Ampliar la colaboraci\u00f3n Data en la era AI<\/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>El nuevo libro electr\u00f3nico de Artefact, \u00abAmpliar la colaboraci\u00f3n Data en la era AI\u00bb, analiza c\u00f3mo las organizaciones pueden generar un mayor valor al romper los silos data y facilitar una colaboraci\u00f3n fluida entre equipos. A medida que se acelera la adopci\u00f3n de AI, el \u00e9xito no solo depende de la tecnolog\u00eda, sino tambi\u00e9n de la capacidad de conectar eficazmente data, las personas y los procesos. El libro electr\u00f3nico destaca c\u00f3mo los enfoques modernos de la colaboraci\u00f3n en data permiten obtener informaci\u00f3n m\u00e1s r\u00e1pidamente, una gobernanza m\u00e1s s\u00f3lida y resultados impulsados por AI de mayor impacto, convirtiendo data en un verdadero activo estrat\u00e9gico.<\/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=\"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\/es\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-60\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Scaling%20Data%20Collaboration%20in%20the%20AI%20Era&amp;url=https%3A%2F%2Fwww.artefact.com%2Fes%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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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\" 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\/es\/blog\/artefact-white-paper-scaling-data-collaboration-in-ai-era\/\"><span class=\"fusion-button-text awb-button__text 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