{"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\/de\/insights\/blog\/","title":{"rendered":"Blog (neue Seite)"},"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;\">Lass dich von unseren neuesten Blogartikeln inspirieren.<\/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\">Medium-Blog von Artefact<\/span><i class=\"fa-angle-right fas awb-button__icon awb-button__icon--default button-icon-right\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 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-right:80px;--awb-padding-left:80px;--awb-padding-right-medium:5%;--awb-padding-left-medium:5%;--awb-padding-right-small:5%;--awb-padding-left-small:5%;--awb-margin-bottom:40px;--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 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8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/ai-for-operations-how-travel-and-hospitality-groups-can-turn-hours-into-margin\/\" target=\"_self\" aria-label=\"Artefact AI f\u00fcr den Tourismusbetrieb\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"KI im operativen Gesch\u00e4ft: Wie Reise- und Gastgewerbekonzerne Arbeitsstunden in Gewinnspanne umwandeln k\u00f6nnen\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/artefact-ai-for-operations-tourism.webp\" class=\"img-responsive wp-image-1408390 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\/11\/artefact-ai-for-operations-tourism-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/artefact-ai-for-operations-tourism-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/artefact-ai-for-operations-tourism-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/artefact-ai-for-operations-tourism-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/artefact-ai-for-operations-tourism.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;\">KI im operativen Gesch\u00e4ft: Wie Reise- und Gastgewerbekonzerne Arbeitsstunden in Gewinnspanne umwandeln k\u00f6nnen<\/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>In der Reise- und Gastgewerbebranche ist es der operative Betrieb, den die G\u00e4ste tats\u00e4chlich erwerben. Die Personalkosten steigen schneller als der Umsatz, und ein Gro\u00dfteil der Koordination hinter den Dienstleistungen erfolgt nach wie vor manuell. Sidney Zeder, AI Strategy Director bei Artefact, erl\u00e4utert, wo KI im operativen Gesch\u00e4ft Mehrwert schafft, warum die Vorteile aus der Neugestaltung ganzer Prozesse resultieren und wie die dadurch frei werdenden Arbeitsstunden zu Gewinnmarge f\u00fchren.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-1\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"AI for operations: how travel and hospitality groups can turn hours into margin\" data-description=\"In travel and hospitality, operations are what guests actually buy. Payroll is rising faster than revenue, and much of the coordination behind the service is still manual. Sidney Zeder, AI Strategy Director at Artefact, explains where AI creates value in operations, why the gains come from reshaping whole processes, and how freed hours become\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/ai-for-operations-how-travel-and-hospitality-groups-can-turn-hours-into-margin\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-1\"><span><a href=\"https:\/\/x.com\/intent\/post?text=AI%20for%20operations%3A%20how%20travel%20and%20hospitality%20groups%20can%20turn%20hours%20into%20margin&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fai-for-operations-how-travel-and-hospitality-groups-can-turn-hours-into-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%2Fde%2Fblog%2Fai-for-operations-how-travel-and-hospitality-groups-can-turn-hours-into-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-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-2 fusion-button-default-span fusion-button-default-type\" style=\"--awb-margin-top:10px;--awb-margin-right:10px;--awb-margin-bottom:10px;--awb-margin-left:10px;\" target=\"_self\" data-hover=\"bg_slide_right\" href=\"https:\/\/www.artefact.com\/de\/blog\/ai-for-operations-how-travel-and-hospitality-groups-can-turn-hours-into-margin\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>12. November 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 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\/de\/blog\/from-dashboard-to-decision-commercial-teams-dont-need-another-report\/\" target=\"_self\" aria-label=\"COVER_Artikel_Vom Dashboard zur Entscheidung\"><img decoding=\"async\" width=\"1080\" height=\"660\" alt=\"Vom Dashboard zur Entscheidung: Vertriebsteams ben\u00f6tigen keinen weiteren Bericht\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/COVER_Article_From-Dashboard-to-Decision.webp\" class=\"img-responsive wp-image-1408238 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\/11\/COVER_Article_From-Dashboard-to-Decision-200x122.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/COVER_Article_From-Dashboard-to-Decision-400x244.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/COVER_Article_From-Dashboard-to-Decision-600x367.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/COVER_Article_From-Dashboard-to-Decision-800x489.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/11\/COVER_Article_From-Dashboard-to-Decision.webp 1080w\" sizes=\"(max-width: 640px) 100vw, 1080px\" \/><\/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;\">Vom Dashboard zur Entscheidung: Vertriebsteams ben\u00f6tigen keinen weiteren Bericht<\/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>Das Vertriebsteam musste f\u00fcr jeden Wiederverk\u00e4ufer und jede SKU zwei Fragen beantworten: Wird dieser Wiederverk\u00e4ufer mehr Ware ben\u00f6tigen? Falls ja, wie viel kann ich ihm liefern? F\u00fcr die erste Frage muss man wissen, wie viel Lagerbestand der Wiederverk\u00e4ufer noch hat und wie viel er verkaufen wird. Die zweite Frage h\u00e4ngt von internen Einschr\u00e4nkungen ab: Kontingente, Lagerbest\u00e4nde in den einzelnen Versandwerken, Palettierung und der Produktionsplan. All diese Angaben t\u00e4glich f\u00fcr jeden Wiederverk\u00e4ufer und jede Artikelnummer manuell abzugleichen, ist nicht machbar.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-4 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-2\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From dashboard to decision: Commercial teams don\u2019t need another report\" data-description=\"When I joined a shared inventory management project at a multinational consumer goods company, the customer service team had no visibility into its resellers\u2019 inventory. The existing dashboard showed where stockouts had occurred in the past. Stockouts and excess stock only surfaced once an order was already late or the product had piled up, too\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/from-dashboard-to-decision-commercial-teams-dont-need-another-report\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-2\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20dashboard%20to%20decision%3A%20Commercial%20teams%20don%E2%80%99t%20need%20another%20report&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Ffrom-dashboard-to-decision-commercial-teams-dont-need-another-report%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%2Fde%2Fblog%2Ffrom-dashboard-to-decision-commercial-teams-dont-need-another-report%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\/de\/blog\/from-dashboard-to-decision-commercial-teams-dont-need-another-report\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>10. November 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 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-3 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/from-click-to-recommendation-five-tactics-for-geo\/\" target=\"_self\" aria-label=\"Generative Suchmaschinenoptimierung: F\u00fcnf Strategien f\u00fcr GEO\"><img decoding=\"async\" width=\"2059\" height=\"1456\" alt=\"Vom Klick zur Empfehlung: F\u00fcnf Strategien f\u00fcr GEO\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1.jpeg\" class=\"img-responsive wp-image-54966 img-with-aspect-ratio disable-lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1-200x141.jpeg 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1-400x283.jpeg 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1-600x424.jpeg 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1-800x566.jpeg 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1-1200x849.jpeg 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/GettyImages-942607194-1.jpeg 2059w\" sizes=\"(max-width: 640px) 100vw, 2059px\" \/><\/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;\">Vom Klick zur Empfehlung: F\u00fcnf Strategien f\u00fcr GEO<\/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>Wie Marken in ChatGPT, Google und Perplexity mithilfe der generativen Suchmaschinenoptimierung empfohlen werden \u2013 f\u00fcnf Strategien f\u00fcr eine erfolgreiche KI-Optimierung.<\/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=\"From Click to Recommendation: Five Tactics for GEO\" data-description=\"1. Starting Point: Answers Instead of Link ListsFor more than 25 years, search was a game of ranking as high as possible: users type in a keyword, receive a list of options and click on a result. In 2026, that process is definitively no longer the norm. ChatGPT, which has become an integral part of\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/from-click-to-recommendation-five-tactics-for-geo\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-3\"><span><a href=\"https:\/\/x.com\/intent\/post?text=From%20Click%20to%20Recommendation%3A%20Five%20Tactics%20for%20GEO&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Ffrom-click-to-recommendation-five-tactics-for-geo%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%2Fde%2Fblog%2Ffrom-click-to-recommendation-five-tactics-for-geo%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\/de\/blog\/from-click-to-recommendation-five-tactics-for-geo\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>10. November 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 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-4 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-to-build-a-judgement-layer-what-the-new-rics-insight-paper-means-for-surveyors\/\" target=\"_self\" aria-label=\"Wie man eine Beurteilungsschicht aufbaut \u2013 Was das neue RICS-Insight-Papier f\u00fcr Gutachter bedeutet\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wie man eine Beurteilungsschicht aufbaut: Was das neue RICS-Insight-Papier f\u00fcr Gutachter bedeutet\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors.webp\" class=\"img-responsive wp-image-1407412 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\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/How-to-build-a-judgement-layer_What-the-new-RICS-insight-paper-means-for-surveyors.webp 900w\" sizes=\"(max-width: 640px) 100vw, 900px\" \/><\/a><\/span><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three blog-title\" style=\"--awb-text-color:#000000;--awb-margin-top:20px;--awb-margin-right:15px;--awb-margin-bottom:12px;--awb-margin-left:15px;--awb-margin-bottom-small:8px;--awb-font-size:18px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;IBM Plex Sans&quot;;font-style:normal;font-weight:700;margin:0;font-size:1em;--fontSize:18;line-height:1.25;\">Wie man eine Beurteilungsschicht aufbaut: Was das neue RICS-Insight-Papier f\u00fcr Gutachter bedeutet<\/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>Die Umfrage der Royal Institution of Chartered Surveyors (RICS) aus dem Jahr 2026 unter mehr als 3.100 vereidigten Gutachtern ergab, dass zwei Drittel der Fachleute im Bauwesen und drei Viertel der im Bereich Gewerbeimmobilien T\u00e4tigen mittlerweile KI einsetzen, wobei sich der Gro\u00dfteil dieser Anwendungen jedoch noch in der Pilotphase befindet. Seit dem 9. M\u00e4rz 2026 verpflichtet der RICS-Berufsstandard zum verantwortungsvollen Einsatz von KI in der Gutachterpraxis die Mitglieder und regulierten Unternehmen dazu, bei KI-Ergebnissen, die ihre Arbeit wesentlich beeinflussen, professionelles Urteilsverm\u00f6gen anzuwenden und zu dokumentieren. Der Standard legt fest, was Unternehmen tun m\u00fcssen. Er enth\u00e4lt jedoch weniger Angaben dazu, wie dies im Tagesgesch\u00e4ft umgesetzt werden soll.<\/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=\"How to build a judgement layer: What the new RICS insight paper means for surveyors\" data-description=\"The Royal Institution of Chartered Surveyors&#039; (RICS) 2026 survey of more than 3,100 chartered surveyors found that two-thirds of construction professionals and three-quarters of those in commercial property now use AI, but most of that use is still at the pilot stage. Since 9 March 2026, the RICS professional standard on the responsible use of\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/how-to-build-a-judgement-layer-what-the-new-rics-insight-paper-means-for-surveyors\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-4\"><span><a href=\"https:\/\/x.com\/intent\/post?text=How%20to%20build%20a%20judgement%20layer%3A%20What%20the%20new%20RICS%20insight%20paper%20means%20for%20surveyors&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fhow-to-build-a-judgement-layer-what-the-new-rics-insight-paper-means-for-surveyors%2F\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" title=\"X\" aria-label=\"X\"><i class=\"fusion-social-network-icon fusion-tooltip fusion-twitter awb-icon-twitter\" style=\"color:#000000;\" aria-hidden=\"true\"><\/i><\/a><\/span><span><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fhow-to-build-a-judgement-layer-what-the-new-rics-insight-paper-means-for-surveyors%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\/de\/blog\/how-to-build-a-judgement-layer-what-the-new-rics-insight-paper-means-for-surveyors\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>30. Oktober 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 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-5 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/part-3-the-operating-model-forward-deployed-teams-in-the-building\/\" target=\"_self\" aria-label=\"Teil 3 \u2013 Das Betriebsmodell_Vor Ort eingesetzte Teams im Geb\u00e4ude\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Teil 3 \u2013 Das Betriebsmodell: Vor Ort eingesetzte Teams im Geb\u00e4ude\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building.webp\" class=\"img-responsive wp-image-1407310 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\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-3-The-operating-model_Forward-deployed-teams-in-the-building.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;\">Teil 3 \u2013 Das Betriebsmodell: Vor Ort eingesetzte Teams im Geb\u00e4ude<\/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>In Teil 1 haben wir aufgezeigt, wie die Einf\u00fchrung von Unternehmens-KI bei 14% ins Stocken ger\u00e4t, wenn sie als SaaS erworben wird. In Teil 2 haben wir die vier Funktionen der Implementierungsebene (Deploy, Ground, Adopt, Build) dargestellt und erl\u00e4utert, warum die Verankerung dem Training vorausgehen muss. In Teil 3 stellen wir die operative Struktur vor, die erforderlich ist, um den Erfolg nachhaltig zu sichern: eingebettete Teams, in denen Strategen und Ingenieure zusammenarbeiten, das Chaos, das ohne sie entsteht, sowie den Praxistest aus dem Fall \u201eChancerygate\u201c.<\/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=\"Part 3 &#8211; The operating model: Forward deployed teams in the building\" data-description=\"Executive summary &amp; recap:In Part 1, we showed how enterprise AI stalls at 14% adoption when bought like SaaS. In Part 2, we mapped the four capabilities of the Deployment Layer (Deploy, Ground, Adopt, Build) and demonstrated why grounding must precede training. In Part 3, we present the operational structure required to make\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/part-3-the-operating-model-forward-deployed-teams-in-the-building\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-5\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%203%20%E2%80%93%20The%20operating%20model%3A%20Forward%20deployed%20teams%20in%20the%20building&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fpart-3-the-operating-model-forward-deployed-teams-in-the-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%2Fde%2Fblog%2Fpart-3-the-operating-model-forward-deployed-teams-in-the-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-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\/de\/blog\/part-3-the-operating-model-forward-deployed-teams-in-the-building\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>28. Oktober 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\/de\/blog\/part-2-the-blueprint-deploy-ground-adopt-build\/\" target=\"_self\" aria-label=\"Teil 2 \u2013 Der Leitfaden: Einf\u00fchren, Verankern, Umsetzen, Ausbauen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Teil 2 \u2013 Der Leitfaden: Einf\u00fchren, verankern, umsetzen, ausbauen\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-2-The-blueprint_Deploy-ground-adopt-build.webp\" class=\"img-responsive wp-image-1407308 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\/Part-2-The-blueprint_Deploy-ground-adopt-build-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-2-The-blueprint_Deploy-ground-adopt-build-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-2-The-blueprint_Deploy-ground-adopt-build-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-2-The-blueprint_Deploy-ground-adopt-build-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-2-The-blueprint_Deploy-ground-adopt-build.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;\">Teil 2 \u2013 Der Leitfaden: Einf\u00fchren, verankern, umsetzen, ausbauen<\/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>In Teil 1 haben wir untersucht, warum die Einf\u00fchrung von KI in Unternehmen bei einer Akzeptanzrate von 14% ins Stocken ger\u00e4t, wenn sie wie eine gew\u00f6hnliche Softwarebeschaffung behandelt wird. Der Wert von \u201eFrontier AI\u201c liegt in der Distanz zwischen dem Modell und dem Unternehmen data. In Teil 2 skizzieren wir die vier strukturellen Komponenten der Deployment-Ebene: \u201eDeploy\u201c (Governance), \u201eGround\u201c (MCP &amp; Gesch\u00e4ftsregeln), \u201eAdopt\u201c (Training im Live-Betrieb data) und \u201eBuild\u201c (Produktionsagenten). Am Beispiel von Bora Brasil zeigen wir, warum die \u201eGround\u201c-Phase stets dem Training vorausgehen muss.<\/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=\"Part 2 &#8211; The blueprint: Deploy, ground, adopt, build\" data-description=\"Executive summary &amp; recap:In Part 1, we explored why enterprise AI rollouts stall at a 14% adoption rate when treated like standard software procurement. Frontier AI value lives in the distance between the model and company data. In Part 2, we map out the four structural components of the Deployment layer: Deploy (governance), Ground\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/part-2-the-blueprint-deploy-ground-adopt-build\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-6\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%202%20%E2%80%93%20The%20blueprint%3A%20Deploy%2C%20ground%2C%20adopt%2C%20build&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fpart-2-the-blueprint-deploy-ground-adopt-build%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%2Fde%2Fblog%2Fpart-2-the-blueprint-deploy-ground-adopt-build%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\/de\/blog\/part-2-the-blueprint-deploy-ground-adopt-build\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>28. Oktober 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 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-7 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/part-1-the-14-trap-why-enterprise-ai-stalls-after-the-licence-is-signed\/\" target=\"_self\" aria-label=\"Teil 1 \u2013 Die 14%-Falle \u2013 Warum die KI-Einf\u00fchrung in Unternehmen nach der Unterzeichnung des Lizenzvertrags ins Stocken ger\u00e4t\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Teil 1 \u2013 Die 14%-Falle: Warum die KI-Einf\u00fchrung in Unternehmen nach der Unterzeichnung des Lizenzvertrags ins Stocken ger\u00e4t\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed.webp\" class=\"img-responsive wp-image-1407306 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\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Part-1-The-14-trap_Why-enterprise-AI-stalls-after-the-licence-is-signed.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;\">Teil 1 \u2013 Die 14%-Falle: Warum die KI-Einf\u00fchrung in Unternehmen nach der Unterzeichnung des Lizenzvertrags ins Stocken ger\u00e4t<\/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>Wenn Unternehmen innovative KI-Modelle wie Claude oder ChatGPT einf\u00fchren, stagniert die w\u00f6chentliche aktive Nutzung regelm\u00e4\u00dfig bei etwa 14% und beschr\u00e4nkt sich auf das einfache Umschreiben von E-Mails, w\u00e4hrend aufwendige manuelle Arbeitsschritte unber\u00fchrt bleiben. Der Versuch, modernste KI wie herk\u00f6mmliche SaaS-L\u00f6sungen zu beschaffen, scheitert, da der Mehrwert nicht im Modell selbst liegt \u2013 er liegt vielmehr in der Kluft zwischen dem Modell und den internen data, Berechtigungen sowie den t\u00e4glichen Arbeitsabl\u00e4ufen des Unternehmens. Der Wert unterliegt einer einfachen Rechnung: Wert = Modell \u00d7 Bereitstellung \u00d7 Ebene. Ohne diese L\u00fccke zu schlie\u00dfen, verf\u00fcgt ein Unternehmen nicht \u00fcber KI-F\u00e4higkeiten; es hat lediglich ein Abonnement.<\/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=\"Part 1 &#8211; The 14% trap: Why enterprise AI stalls after the licence is signed\" data-description=\"Executive summary:When enterprises roll out frontier AI models like Claude or ChatGPT, weekly active usage routinely stalls at around 14%, devolving into basic email rewriting while high-friction manual work remains untouched. Treating frontier AI like traditional SaaS procurement fails because the value does not live inside the model\u2014it lives in the distance between the model\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/part-1-the-14-trap-why-enterprise-ai-stalls-after-the-licence-is-signed\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-7\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Part%201%20%E2%80%93%20The%2014%25%20trap%3A%20Why%20enterprise%20AI%20stalls%20after%20the%20licence%20is%20signed&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fpart-1-the-14-trap-why-enterprise-ai-stalls-after-the-licence-is-signed%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%2Fde%2Fblog%2Fpart-1-the-14-trap-why-enterprise-ai-stalls-after-the-licence-is-signed%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\/de\/blog\/part-1-the-14-trap-why-enterprise-ai-stalls-after-the-licence-is-signed\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>28. Oktober 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-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-8 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/semrush-spotlight-winning-brand-visibility-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"Semrush im Fokus: _Erfolgreiche Markensichtbarkeit im Zeitalter der KI_\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Semrush im Fokus: Erfolgreiche Markensichtbarkeit im Zeitalter der KI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI.webp\" class=\"img-responsive wp-image-1407413 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\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Semrush-spotlight-_Winning-brand-visibility-in-the-age-of-AI.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;\">Semrush im Fokus: Erfolgreiche Markensichtbarkeit im Zeitalter der KI<\/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>Da die KI die Art und Weise ver\u00e4ndert, wie Menschen Marken entdecken und ausw\u00e4hlen, reicht herk\u00f6mmliches SEO nicht mehr aus. Erhalten Sie wichtige Erkenntnisse aus dem Semrush Spotlight zu den Themen KI-Suche, Markensichtbarkeit und dazu, wie Unternehmen ihre SEO-Strategien an das Zeitalter der KI anpassen k\u00f6nnen.<\/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=\"Semrush spotlight: Winning brand visibility in the age of AI\" data-description=\"Artefact Northern Europe attended the Semrush Spotlight Event in London, where industry leaders examined the major change currently transforming digital marketing: the evolution from traditional Search Engine Optimisation (SEO) to Brand Visibility in an Agentic World (B2A). As AI answer engines and conversational AI assistants increasingly mediate user discovery, long-term brand growth\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/semrush-spotlight-winning-brand-visibility-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-8\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Semrush%20spotlight%3A%20Winning%20brand%20visibility%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fsemrush-spotlight-winning-brand-visibility-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%2Fde%2Fblog%2Fsemrush-spotlight-winning-brand-visibility-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-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\/de\/blog\/semrush-spotlight-winning-brand-visibility-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>27. Oktober 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 public-sector-non-profit 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-9 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/a-three-layer-framework-for-smarter-cities\/\" target=\"_self\" aria-label=\"Smart Cities scheitern nicht an der Technologie, sondern an der Sinnhaftigkeit\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Ein dreistufiges Rahmenkonzept f\u00fcr intelligentere St\u00e4dte\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning.webp\" class=\"img-responsive wp-image-1406706 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\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Smart-Cities-Dont-Fail-at-Technology-They-Fail-at-Meaning.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;\">Ein dreistufiges Rahmenkonzept f\u00fcr intelligentere St\u00e4dte<\/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>Die Sensoren funktionieren, die Dashboards sind in Betrieb, und dennoch kann die Stadt eine einfache Frage nicht beantworten. Den St\u00e4dten, die auf der Stelle treten, mangelt es nicht an Technologie, sondern an einem gemeinsamen Verst\u00e4ndnis, und diese L\u00fccke verursacht Kosten, die sich immer weiter summieren.<\/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=\"A Three-Layer Framework for Smarter Cities\" data-description=\"The sensors work, the dashboards are live and still the city cannot answer a simple question. The cities that stall are not short on technology, they are short on shared meaning and the gap carries a cost that compounds.Opening night at a city&#039;s new operations center. The far wall is a mosaic of live feeds:\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/a-three-layer-framework-for-smarter-cities\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-9\"><span><a href=\"https:\/\/x.com\/intent\/post?text=A%20Three-Layer%20Framework%20for%20Smarter%20Cities&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fa-three-layer-framework-for-smarter-cities%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%2Fde%2Fblog%2Fa-three-layer-framework-for-smarter-cities%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\/de\/blog\/a-three-layer-framework-for-smarter-cities\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>26. Oktober 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 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-10 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/architectural-blueprint-implementing-an-enterprise-intelligence-layer-for-conversational-ai-pipelines\/\" target=\"_self\" aria-label=\"die fehlende Schicht 3\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Architekturkonzept: Implementierung einer Enterprise-Intelligence-Ebene f\u00fcr Pipelines im Bereich der dialogorientierten KI\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3-4.webp\" class=\"img-responsive wp-image-1406699 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\/3-4-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3-4-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3-4-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3-4-800x493.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/3-4.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;\">Architekturkonzept: Implementierung einer Enterprise-Intelligence-Ebene f\u00fcr Pipelines im Bereich der dialogorientierten KI<\/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>Die Skalierung von dialogorientierter KI \u00fcber erste Pilotprojekte hinaus erfordert mehr als nur probabilistische Informationsgewinnung \u2013 sie erfordert einen geregelten gesch\u00e4ftlichen Kontext. Erfahren Sie in diesem Architekturentwurf, wie Artefact und Starburst eine \u201eEnterprise Intelligence Layer\u201c aufbauen, die unterschiedliche data-Systeme zu zertifizierten, KI-f\u00e4higen data-Produkten zusammenf\u00fchrt. Durch die Trennung der rohen data-Abfrage von der Gesch\u00e4ftslogik schafft dieses Framework eine deterministische, \u00fcberpr\u00fcfbare Steuerungsebene, die sicherstellt, dass Dialogagenten pr\u00e4zise, nachvollziehbare und rechtskonforme Ergebnisse liefern.<\/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=\"Architectural Blueprint: Implementing an Enterprise Intelligence Layer for Conversational AI Pipelines\" data-description=\"As artificial intelligence models advance, competitive advantage shifts from the models themselves toward the enterprise intelligence they process. Conversational data agents frequently fail to scale beyond initial pilots because they require governed business context\u2014definitions, policies, and institutional knowledge\u2014rather than mere data retrieval. A framework developed by Artefact and Starburst addresses this limitation\" data-link=\"https:\/\/www.artefact.com\/de\/blog\/architectural-blueprint-implementing-an-enterprise-intelligence-layer-for-conversational-ai-pipelines\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-10\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Architectural%20Blueprint%3A%20Implementing%20an%20Enterprise%20Intelligence%20Layer%20for%20Conversational%20AI%20Pipelines&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Farchitectural-blueprint-implementing-an-enterprise-intelligence-layer-for-conversational-ai-pipelines%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%2Fde%2Fblog%2Farchitectural-blueprint-implementing-an-enterprise-intelligence-layer-for-conversational-ai-pipelines%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\/de\/blog\/architectural-blueprint-implementing-an-enterprise-intelligence-layer-for-conversational-ai-pipelines\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-38 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-10 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-39 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-20\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>26. Oktober 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\/de\/blog\/next-generation-ai-platform-how-to-build-and-scale\/\" target=\"_self\" aria-label=\"Vorlage \u2013 Website-Banner (69)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"KI-Plattform der n\u00e4chsten Generation: Aufbau und Skalierung\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Template-Website-Banner-69.webp\" class=\"img-responsive wp-image-1406505 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\/Template-Website-Banner-69-200x123.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Template-Website-Banner-69-400x247.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Template-Website-Banner-69-600x370.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/Template-Website-Banner-69-800x493.webp 800w, 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-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;\">KI-Plattform der n\u00e4chsten Generation: Aufbau und Skalierung<\/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>Erfahren Sie, wie Sie eine skalierbare KI-Plattform f\u00fcr Unternehmen aufbauen, propriet\u00e4re data-Systeme einbinden und einen echten gesch\u00e4ftlichen ROI erzielen k\u00f6nnen, der \u00fcber individuelle Produktivit\u00e4tssteigerungen hinausgeht.<\/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=\"Next-Generation AI Platform: How to Build and Scale\" data-description=\"At the recent Big Data &amp; AI Paris conference on 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\/de\/blog\/next-generation-ai-platform-how-to-build-and-scale\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-11\"><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%2Fde%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 href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https%3A%2F%2Fwww.artefact.com%2Fde%2Fblog%2Fnext-generation-ai-platform-how-to-build-and-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-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\/de\/blog\/next-generation-ai-platform-how-to-build-and-scale\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>15. Oktober 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 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-12 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/were-fixing-the-workflow-not-the-margin\/\" target=\"_self\" aria-label=\"Artikel \u2013 Wir optimieren den Arbeitsablauf, nicht die Marge\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wir optimieren den Arbeitsablauf, nicht die Marge\" 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-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;\">Wir optimieren den Arbeitsablauf, nicht die Marge<\/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>Die meisten Versicherer haben ihre KI-Programme auf die Kostenquote ausgerichtet. Ich schlage vor, dass sie sich stattdessen auf die Schadenquote konzentrieren sollten. Zwei Gespr\u00e4che in den letzten zwei Wochen haben mich zu dieser Erkenntnis gef\u00fchrt. Am 17. September moderierte ich in London einen Roundtable zum Thema \u201eDisruption durch KI im Bereich Risikopr\u00fcfung und Schadenabwicklung\u201c, an dem COOs, Leiter der Bereiche Customer Journey und Data sowie Verantwortliche f\u00fcr die KI-Transformation von mehreren der gr\u00f6\u00dften britischen Versicherer und Makler teilnahmen. Letzte Woche nahm ich an einer INSEAD-Podiumsdiskussion zum Thema Versicherungen teil, und eine v\u00f6llig andere Gruppe brachte mich zu einer \u00e4hnlichen Schlussfolgerung...<\/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=\"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\/de\/blog\/were-fixing-the-workflow-not-the-margin\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-12\"><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%2Fde%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%2Fde%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-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\/de\/blog\/were-fixing-the-workflow-not-the-margin\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>9. Oktober 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 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-13 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\" target=\"_self\" aria-label=\"Wenn ein Immobilienunternehmen einen Chief AI Officer ben\u00f6tigt\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wenn ein Immobilienunternehmen einen Chief AI Officer ben\u00f6tigt\" 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-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;\">Wenn ein Immobilienunternehmen einen Chief AI Officer ben\u00f6tigt<\/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>In vielen Immobilienunternehmen begann die Einf\u00fchrung von KI mit einem Pilotprojekt, einigen Lizenzen und dem Versprechen, dem Vorstand einen Plan vorzulegen. Es erweist sich jedoch als schwieriger, diese Ma\u00dfnahme in eine dauerhafte Ver\u00e4nderung der Arbeitsweise der Mitarbeiter umzusetzen. Diese Schwierigkeit geht \u00fcber die Immobilienbranche hinaus: Die weltweite Studie \u201eFuture of Work 2026\u201c von JLL ergab, dass 42% der Unternehmen ihre anf\u00e4nglichen Pilotprojekte bereits hinter sich gelassen hatten, jedoch nur 15% einen KI-getriebenen organisatorischen Wandel vorangetrieben hatten. Um diese L\u00fccke zu schlie\u00dfen, bedarf es einer Person, die \u00fcber die Zeit, die Befugnisse und das Budget verf\u00fcgt, um die Arbeitsweise des Unternehmens zu ver\u00e4ndern. F\u00fcr einige britische Immobilienunternehmen sollte dies ein Chief AI Officer (CAIO) sein. Meiner Ansicht nach k\u00f6nnen die meisten diese Verantwortung jedoch anderweitig zuweisen.<\/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=\"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\/de\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-13\"><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%2Fde%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%2Fde%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-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\/de\/blog\/when-a-property-firm-needs-a-chief-ai-officer\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>9. Oktober 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-16 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-14 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/ai-roi-how-cfos-can-approve-with-discipline-from-pilot-to-scale\/\" target=\"_self\" aria-label=\"COVER_Artikel_AI-ROI_ Wie Finanzvorst\u00e4nde den Einsatz von KI vom Pilotprojekt bis zur fl\u00e4chendeckenden Einf\u00fchrung sorgf\u00e4ltig genehmigen k\u00f6nnen\"><img decoding=\"async\" width=\"1440\" height=\"880\" alt=\"KI-ROI: Wie Finanzvorst\u00e4nde den Einsatz von KI diszipliniert genehmigen k\u00f6nnen \u2013 vom Pilotprojekt bis zur fl\u00e4chendeckenden Einf\u00fchrung\" 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-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;\">KI-ROI: Wie Finanzvorst\u00e4nde den Einsatz von KI diszipliniert genehmigen k\u00f6nnen \u2013 vom Pilotprojekt bis zur fl\u00e4chendeckenden Einf\u00fchrung<\/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>Jedes Unternehmen, das Mittel f\u00fcr artificial intelligence bewilligt, geht dasselbe Risiko ein: Es feiert ein technisch einwandfreies Pilotprojekt, das jedoch keinerlei Auswirkungen auf die Gewinn- und Verlustrechnung hat. Das Problem besteht nicht darin, zu hohe Mittel zu bewilligen. Das Problem ist vielmehr, dass die falschen Kennzahlen gemessen werden: Nutzung, Genauigkeit und Akzeptanz anstelle der finanziellen Ergebnisse.<\/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=\"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\/de\/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-14\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>2. Oktober 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 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-15 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\" target=\"_self\" aria-label=\"GEO-Revolution\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wenn die KI Ihnen Ihre Bank empfiehlt: Die 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-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;\">Wenn die KI Ihnen Ihre Bank empfiehlt: Die GEO-Revolution<\/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>Die Sichtbarkeit von Marken im Internet verlagert sich zunehmend von Klicks hin zu KI-Empfehlungen in ChatGPT, Gemini und den Google AI Overviews. In dieser gemeinsam mit VizibAI durchgef\u00fchrten Studie stellt Artefact die \u201eGenerative Engine Optimization\u201c (GEO) f\u00fcr den Bankensektor vor und bietet ein konkretes Rahmenkonzept, um zu messen, zu analysieren und zu beeinflussen, wie KI Ihre Marke darstellt.<\/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=\"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\/de\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-15\"><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%2Fde%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%2Fde%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-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\/de\/blog\/when-ai-recommends-your-bank-the-geo-revolution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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. Oktober 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\/de\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\" target=\"_self\" aria-label=\"Europa, China, USA \u2013 Drei verschiedene KI-Wettl\u00e4ufe auf derselben Strecke \u2013 Blog\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Europa, China, USA: Drei unterschiedliche KI-Wettl\u00e4ufe auf derselben Strecke\" 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-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;\">Europa, China, USA: Drei unterschiedliche KI-Wettl\u00e4ufe auf derselben Strecke<\/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>Die Internationale F\u00f6deration f\u00fcr Robotik z\u00e4hlte im Jahr 2024 weltweit 542.000 Installationen von Industrierobotern. Davon entfielen 295.000 auf China, also mehr als die H\u00e4lfte. In Europa wurden etwa 85.000 und in den Vereinigten Staaten 34.200 installiert. Das Land, dessen Spitzenmodelle in der Regel an der Spitze der Vergleichswertlisten stehen, belegt den letzten Platz.<\/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=\"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\/de\/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-16\"><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%2Fde%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%2Fde%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-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\/de\/blog\/europe-china-us-three-different-ai-races-on-the-same-track\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. September 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-19 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-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-17 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/foundation-models-when-they-become-a-commodity-where-will-enterprise-competitive-advantage-come-from\/\" target=\"_self\" aria-label=\"Artikel China_Xavier_Strategischer Wettbewerbsvorteil\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Grundlagemodelle: Wenn diese zur Massenware werden \u2013 woher wird dann der Wettbewerbsvorteil der Unternehmen kommen?\" 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-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;\">Grundlagemodelle: Wenn diese zur Massenware werden \u2013 woher wird dann der Wettbewerbsvorteil der Unternehmen kommen?<\/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>Wenn jedes Unternehmen Zugang zu KI mit vergleichbarer Leistungsf\u00e4higkeit hat, womit werden sich die Marktf\u00fchrer von morgen dann von anderen abheben? Die Antwort liegt nicht im Modell selbst, sondern im organisatorischen Kontext, der darauf aufbaut. Der organisatorische Kontext umfasst das Gesch\u00e4ftswissen, die Betriebsprozesse, die Entscheidungsregeln, das Fachwissen sowie die Best Practices, die im Laufe jahrelanger Gesch\u00e4ftst\u00e4tigkeit gesammelt wurden. Er bestimmt, ob KI wirklich verstehen kann, wie ein Unternehmen funktioniert, ob sie die Gesch\u00e4ftsziele unterst\u00fctzt und ob sie kontinuierlich aus jeder Interaktion lernt, um F\u00e4higkeiten zu entwickeln, die f\u00fcr diese Organisation einzigartig sind.<\/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=\"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\/de\/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-17\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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. September 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 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-18 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\" target=\"_self\" aria-label=\"Artikel China_Edam_Organisatorische F\u00e4higkeiten\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Den Engpass bei der KI-Transformation \u00fcberwinden: Der Wiederaufbau organisatorischer F\u00e4higkeiten\" 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-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;\">Den Engpass bei der KI-Transformation \u00fcberwinden: Der Wiederaufbau organisatorischer F\u00e4higkeiten<\/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>Die Investitionen von Unternehmen in KI erreichen ein noch nie dagewesenes Ausma\u00df, doch nur eine Minderheit der Unternehmen schafft es, diese Investitionen erfolgreich in gro\u00df angelegten Mehrwert umzusetzen. Diese Kluft ist nicht in erster Linie technologischer Natur. Es geht vielmehr darum, ob ein Unternehmen \u00fcber die F\u00e4higkeiten verf\u00fcgt, KI zu nutzen, sein Gesch\u00e4ft neu zu gestalten und kontinuierlich Mehrwert zu schaffen.\nDie KI-Transformation ist im Grunde eine Transformation der organisatorischen F\u00e4higkeiten: Sie besteht darin, Mitarbeiter in die Lage zu versetzen, KI effektiv zu nutzen, Teams f\u00fcr die Konzeption und Verwaltung von KI-Systemen auszubilden sowie Mechanismen zu schaffen, die es dem Unternehmen erm\u00f6glichen, KI-F\u00e4higkeiten kontinuierlich zu integrieren und sich damit weiterzuentwickeln.<\/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=\"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\/de\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-18\"><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%2Fde%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%2Fde%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-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\/de\/blog\/breaking-through-the-ai-transformation-bottleneck-rebuilding-organizational-capabilities\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. September 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 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-19 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/what-the-battle-of-red-cliffs-can-teach-us-about-enterprise-ai-transformation\/\" target=\"_self\" aria-label=\"Was uns die Schlacht von Red Cliffs \u00fcber die KI-Transformation in Unternehmen lehren kann\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Was uns die Schlacht von Red Cliffs \u00fcber die KI-Transformation in Unternehmen lehren kann\" 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-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;\">Was uns die Schlacht von Red Cliffs \u00fcber die KI-Transformation in Unternehmen lehren kann<\/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>Die Schlacht von Red Cliffs wird oft als Geschichte einer zahlenm\u00e4\u00dfig unterlegenen Streitmacht in Erinnerung behalten, die eine weitaus gr\u00f6\u00dfere Armee besiegte. Aus der Perspektive der Unternehmens-KI liegt die interessantere Erkenntnis jedoch auf einer anderen Ebene.<\/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=\"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\/de\/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-19\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>25. September 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 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-20 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/why-geo-in-china-is-different-from-the-west\/\" target=\"_self\" aria-label=\"Warum sich GEO in China vom Westen unterscheidet\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Warum sich GEO in China vom Westen unterscheidet\" 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-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;\">Warum sich GEO in China vom Westen unterscheidet<\/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>Generative Engine Optimization (GEO) entwickelt sich zu einer neuen Priorit\u00e4t f\u00fcr Marken, die in der KI-gest\u00fctzten Suche Sichtbarkeit anstreben. In China reicht es jedoch m\u00f6glicherweise nicht aus, einfach nur ein westliches GEO-Konzept zu \u00fcbernehmen.\nChinas Suchlandschaft hat sich von einer von Baidu dominierten Suche zu einem fragmentierten \u00d6kosystem aus Super-Apps, plattforminterner Entdeckung und KI-Assistenten entwickelt. Infolgedessen sehen sich Marken mit einem grundlegend anderen Umfeld konfrontiert, wenn es darum geht, von der KI entdeckt, angezeigt und als vertrauensw\u00fcrdig eingestuft zu werden.<\/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=\"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\/de\/blog\/why-geo-in-china-is-different-from-the-west\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-20\"><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%2Fde%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%2Fde%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-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\/de\/blog\/why-geo-in-china-is-different-from-the-west\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. September 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 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-21 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\" target=\"_self\" aria-label=\"Chinas KI-Wandel \u2013 Langsam und stetig gewinnt man das Rennen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Chinas KI-Transformation: Langsam und stetig gewinnt man das Rennen\" 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-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;\">Chinas KI-Transformation: Langsam und stetig gewinnt man das Rennen<\/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>Die KI entwickelt sich in beispiellosem Tempo weiter, und der Druck, Schritt zu halten, ist allgegenw\u00e4rtig. Unternehmen bem\u00fchen sich eifrig darum, die neuesten Tools einzuf\u00fchren, sich mit Wettbewerbern zu vergleichen und schnelle Effizienzsteigerungen zu erzielen. Doch stellen sie in ihrem Bestreben, schneller voranzukommen, auch die richtigen Fragen?<\/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=\"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\/de\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-21\"><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%2Fde%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%2Fde%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-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\/de\/blog\/china-ai-transformation-slow-and-steady-wins-the-race\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. September 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\/de\/blog\/chinas-ai-advantage-the-token-economics\/\" target=\"_self\" aria-label=\"Was genau versteht man unter \u201eToken-\u00d6konomie\u201c?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Chinas Vorteil im Bereich der KI: Die Token-\u00d6konomie\" 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-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;\">Chinas Vorteil im Bereich der KI: Die Token-\u00d6konomie<\/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>In den vergangenen zwei Jahren drehte sich der Wettlauf um k\u00fcnstliche Intelligenz weitgehend um eine Frage: Wessen Modell ist das intelligenteste? Doch da sich die F\u00e4higkeiten der Modelle immer mehr angleichen und der Einsatz agentenbasierter KI dramatisch zunimmt, l\u00e4sst sich eine andere Frage immer schwerer ignorieren: Wie viel kostet Intelligenz tats\u00e4chlich?\nDie Antwort k\u00f6nnte in einer t\u00e4uschend einfachen Einheit liegen: dem Token. Token sind nicht mehr nur eine technische Ma\u00dfeinheit f\u00fcr Text, sondern entwickeln sich zu Betriebskosten f\u00fcr Unternehmen, zu einer Variablen f\u00fcr KI-Architekturen und m\u00f6glicherweise zu einer neuen Handelsware in der globalen KI-Wirtschaft.<\/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=\"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\/de\/blog\/chinas-ai-advantage-the-token-economics\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-22\"><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%2Fde%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%2Fde%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-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\/de\/blog\/chinas-ai-advantage-the-token-economics\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. September 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 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-23 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/ai-in-china-a-view-from-shanghai-and-why-western-business-should-pay-attention\/\" target=\"_self\" aria-label=\"KI in China \u2013 Ein Blick aus Shanghai und warum westliche Unternehmen darauf achten sollten\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"KI in China: Ein Blick aus Shanghai und warum westliche Unternehmen darauf achten sollten\" 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-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;\">KI in China: Ein Blick aus Shanghai und warum westliche Unternehmen darauf achten sollten<\/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>Die weltweite Debatte \u00fcber KI wird h\u00e4ufig als Wettlauf zwischen den f\u00fchrenden Modellen dargestellt: Wer liegt an der Spitze, welches Modell schneidet am besten ab und wer hat Zugang zu den fortschrittlichsten Chips? Diese Sichtweise kann jedoch eine andere Frage verdecken, die f\u00fcr Unternehmen von gro\u00dfer Bedeutung ist: Wie wird KI in den verschiedenen M\u00e4rkten tats\u00e4chlich eingef\u00fchrt, eingesetzt und skaliert?<\/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=\"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\/de\/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-23\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>25. September 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-26 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-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-24 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\" target=\"_self\" aria-label=\"Artefact bei Databricks: Warum Unternehmens-KI mehr als nur RAG ben\u00f6tigt, um in die Produktion zu gelangen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Warum Unternehmens-KI mehr als nur RAG ben\u00f6tigt, um den Einsatz in der Produktion zu erreichen\" 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-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;\">Warum Unternehmens-KI mehr als nur RAG ben\u00f6tigt, um den Einsatz in der Produktion zu erreichen<\/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>Zwar beginnen viele Unternehmen ihre KI-Reise mit \u201eRetrieval-Augmented Generation\u201c (RAG), doch schon bald sto\u00dfen sie an deren strukturelle Grenzen. Auf dem Databricks Data + AI Summit argumentierte das Beratungsunternehmen Artefact, dass KI-Agenten f\u00fcr den produktiven Einsatz mehr als nur die Informationsgewinnung ben\u00f6tigen \u2013 sie ben\u00f6tigen eine vertrauensw\u00fcrdige semantische Grundlage. Dieser Artikel untersucht, warum eine Ontologieebene der Schl\u00fcssel ist, um gesch\u00e4ftliche Zusammenh\u00e4nge zu erschlie\u00dfen, die Autorit\u00e4t von data zu bestimmen und es der KI zu erm\u00f6glichen, den Schritt von der Beantwortung von Fragen hin zu geregelten Echtzeit-Ma\u00dfnahmen im Unternehmen zu vollziehen.<\/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=\"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\/de\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-24\"><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%2Fde%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%2Fde%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-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\/de\/blog\/why-enterprise-ai-needs-more-than-rag-to-reach-production\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>17. September 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\/de\/blog\/the-real-bottleneck-of-ai-agents-how-to-build-an-ai-first-culture-and-roi-driven-knowledge-hubs\/\" target=\"_self\" aria-label=\"COVER_Artikel_Der eigentliche Engpass bei KI-Agenten\"><img decoding=\"async\" width=\"1080\" height=\"660\" alt=\"Der eigentliche Engpass bei KI-Agenten: Wie man eine \u201eAI-first\u201c-Kultur und ROI-orientierte Wissenszentren aufbaut\" 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-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;\">Der eigentliche Engpass bei KI-Agenten: Wie man eine \u201eAI-first\u201c-Kultur und ROI-orientierte Wissenszentren aufbaut<\/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>Jedes Unternehmen, das versucht, die Einf\u00fchrung von KI zu beschleunigen, st\u00f6\u00dft auf dieselbe H\u00fcrde: Das Wissen, das tats\u00e4chlich zu Gesch\u00e4ftsergebnissen f\u00fchrt, befindet sich in den K\u00f6pfen der Menschen. Es ist nicht in Systemen gespeichert, sondern liegt im Urteilsverm\u00f6gen Ihres erfahrensten Mitarbeiters und in den undokumentierten Denkweisen, die Ihr Teamleiter nutzt, um komplexe Gesch\u00e4fte abzuschlie\u00dfen.<\/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=\"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\/de\/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-25\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>1. September 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\/de\/blog\/ai-rituals-that-work-low-cost-habits-that-turn-ai-tools-into-everyday-practice\/\" target=\"_self\" aria-label=\"Wirksame KI-Rituale \u2013 kosteng\u00fcnstige Gewohnheiten, die KI-Tools zum Alltag machen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wirksame KI-Rituale: kosteng\u00fcnstige Gewohnheiten, die KI-Tools zum festen Bestandteil des Alltags machen\" 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-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;\">Wirksame KI-Rituale: kosteng\u00fcnstige Gewohnheiten, die KI-Tools zum festen Bestandteil des Alltags machen<\/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>Was wir in Organisationen beobachten, in denen KI bereits zur Routine geworden ist, sind wenige, sich wiederholende Aktivit\u00e4ten, die \u00fcber ein Jahr oder l\u00e4nger fortgef\u00fchrt werden \u2013 und nicht etwa eine einmalige Einf\u00fchrungskampagne. Wir bezeichnen sie als Rituale. Sie sorgen daf\u00fcr, dass KI pr\u00e4sent bleibt, machen das Lernen zu einer Selbstverst\u00e4ndlichkeit und geben F\u00fchrungskr\u00e4ften regelm\u00e4\u00dfig Aufschluss dar\u00fcber, was funktioniert. <\/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=\"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\/de\/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-26\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>31. August 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\" 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\/de\/blog\/the-missing-layer-the-operating-model-your-conversational-data-agents-cant-work-without\/\" target=\"_self\" aria-label=\"Artikel \u201eStarburst\u201c\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Die fehlende Ebene: Das Betriebsmodell, ohne das Ihre dialogorientierten data-Agenten nicht funktionieren k\u00f6nnen\" 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-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;\">Die fehlende Ebene: Das Betriebsmodell, ohne das Ihre dialogorientierten data-Agenten nicht funktionieren k\u00f6nnen<\/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>Zwar haben viele Unternehmen den Nutzen von dialogorientierter KI durch erfolgreiche Pilotprojekte unter Beweis gestellt, doch nur wenigen gelingt es, diese Initiativen unternehmensweit zu skalieren. Die Herausforderung liegt nicht im KI-Modell, sondern in einer fehlenden Ebene: einem robusten Betriebsmodell f\u00fcr Unternehmensintelligenz. Dieser Artikel stellt einen Leitfaden f\u00fcr den Erfolg vor und beschreibt detailliert die technologische Grundlage sowie das Organisationsmodell, die erforderlich sind, um KI in gro\u00dfem Ma\u00dfstab zu operationalisieren. \nErfahren Sie, wie Sie fragmentiertes Gesch\u00e4ftswissen zu einer geregelten, vertrauensw\u00fcrdigen Ebene zusammenf\u00fchren und diese kontinuierlich weiterentwickeln k\u00f6nnen, um sicherzustellen, dass Ihre KI zuverl\u00e4ssige, nachvollziehbare und umsetzbare Ergebnisse liefert.<\/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=\"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\/de\/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-27\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>25. August 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\/de\/blog\/measuring-agentic-ai-in-production-the-new-evaluation-discipline-for-autonomous-systems\/\" target=\"_self\" aria-label=\"Die Messung agentischer KI im produktiven Einsatz \u2013 die neue Bewertungsdisziplin f\u00fcr autonome Systeme\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Messung agentischer KI in der Praxis: Die neue Bewertungsdisziplin f\u00fcr autonome Systeme\" 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-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;\">Messung agentischer KI in der Praxis: Die neue Bewertungsdisziplin f\u00fcr autonome Systeme<\/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>Ein Kunde, mit dem wir im vergangenen Jahr zusammengearbeitet haben, entwickelte einen KI-Agenten f\u00fcr Beschaffungsanfragen. Dieser analysierte Lieferantendokumente, verglich Preise, wies auf Compliance-Risiken hin und erarbeitete Empfehlungen. Das System funktionierte gut. Doch nach einigen Monaten im Einsatz stand das Team vor einer Frage, auf die es keine zufriedenstellende Antwort hatte: Wie lassen sich die Ergebnisse hinsichtlich ihrer gleichbleibenden Qualit\u00e4t messen?<\/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=\"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\/de\/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-28\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>10. August 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 finance\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-29 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/insurersai-governance-debt-is-coming-due\/\" target=\"_self\" aria-label=\"Artikel : Zusammengesetzte KI-Systeme\"><img decoding=\"async\" width=\"945\" height=\"630\" alt=\"Die ausstehenden Verpflichtungen der Versicherer im Bereich der KI-Governance werden f\u00e4llig\" 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-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;\">Die ausstehenden Verpflichtungen der Versicherer im Bereich der KI-Governance werden f\u00e4llig<\/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>Mit dem \u00dcbergang der KI von dialogorientierten Chatbots hin zu autonomen, agentenbasierten Arbeitsabl\u00e4ufen sind Weiterbildungs- und Einf\u00fchrungsdienstleistungen f\u00fcr Unternehmen zum grundlegenden Motor der KI-Transformation und der organisatorischen Skalierbarkeit geworden. Das einfache Prompt-Engineering hat sich zu einer vielschichtigen Disziplin entwickelt, die Spezifikation, Kontext-Engineering, Low-Code-Orchestrierung und Prozessneugestaltung umfasst. Unternehmen, die die Einf\u00fchrung von KI als ganzheitliche Gesch\u00e4ftstransformation und nicht als blo\u00dfen Einsatz technischer Tools betrachten, erzielen eine deutlich h\u00f6here Geschwindigkeit und einen wesentlich h\u00f6heren ROI. Artefact steht im Zentrum dieser Entwicklung und bef\u00e4higt Unternehmen, die Kompetenzen ihrer Belegschaft zu modernisieren, Kernprozesse unter Ber\u00fccksichtigung menschlicher Ermessensentscheidungen neu zu gestalten und eine robuste Governance zu etablieren, um KI sicher und schnell zu skalieren.<\/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=\"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\/de\/blog\/insurersai-governance-debt-is-coming-due\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-29\"><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%2Fde%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%2Fde%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-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\/de\/blog\/insurersai-governance-debt-is-coming-due\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>3. August 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\/de\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\" target=\"_self\" aria-label=\"Wem wird die Intelligenz hinter den Robotern in Europa geh\u00f6ren?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wem wird die Intelligenz hinter den Robotern in Europa geh\u00f6ren?\" 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-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;\">Wem wird die Intelligenz hinter den Robotern in Europa geh\u00f6ren?<\/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>Europa hat m\u00f6glicherweise die erste Phase des artificial intelligence-Wettrennens verloren. Es verf\u00fcgt weder \u00fcber die gr\u00f6\u00dften cloud-Plattformen noch \u00fcber die leistungsst\u00e4rksten Grundmodelle, noch \u00fcber eine ausreichende spezialisierte Recheninfrastruktur, auf der fortschrittliche KI beruht. Doch die n\u00e4chste Phase k\u00f6nnte an ganz anderen Orten entschieden werden: in Fabrikhallen, in Lagerhallen und im Inneren von Maschinen. Da sich die KI von der Generierung von Text und Bildern hin zum Wahrnehmen, Entscheiden und Handeln in der physischen Welt entwickelt, k\u00f6nnte sich der Vorteil zugunsten derjenigen verlagern, die industrielle data-Systeme, Simulationssysteme und die zum Trainieren von Robotern verwendete Software kontrollieren. Das er\u00f6ffnet Europa eine Chance.<\/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=\"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\/de\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-30\"><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%2Fde%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%2Fde%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-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\/de\/blog\/who-will-own-the-intelligence-behind-europes-robots\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>29. Juli 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 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-31 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/data-quality-by-design-dbt\/\" target=\"_self\" aria-label=\"dbt labs \u2013 Industrie\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Data \u201eQuality by Design\u201c: Warum sich Ihre Data-Governance mit den Ursachen und nicht mit den Symptomen befassen muss\" 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-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;\">Data \u201eQuality by Design\u201c: Warum sich Ihre Data-Governance mit den Ursachen und nicht mit den Symptomen befassen muss<\/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>Erfahren Sie, wie Artefact und dbt Labs die data-Qualit\u00e4t in das Pipeline-Design integrieren. Beheben Sie die Ursachen, bauen Sie technische Schulden ab und bereiten Sie sich auf agentische KI vor.<\/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=\"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\/de\/blog\/data-quality-by-design-dbt\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-31\"><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%2Fde%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%2Fde%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-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\/de\/blog\/data-quality-by-design-dbt\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>27. Juli 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\" 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\/de\/blog\/can-you-really-build-enterprise-grade-ai-agents-within-a-few-hours\/\" target=\"_self\" aria-label=\"Kann man wirklich innerhalb weniger Stunden KI-Agenten auf Unternehmensniveau entwickeln?\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Kann man wirklich innerhalb weniger Stunden KI-Agenten auf Unternehmensniveau entwickeln?\" 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-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;\">Kann man wirklich innerhalb weniger Stunden KI-Agenten auf Unternehmensniveau entwickeln?<\/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>Meistens beginnt es in einem Besprechungsraum. Ein Anbieter klappt seinen Laptop auf, tippt einen einzigen Satz in ein Chatfeld ein und beobachtet, wie ein Mitarbeiter die Daten \u201cdata\u201d aus drei Systemen abruft, einen Mietvertrag zusammenfasst, eine Klausel zur rechtlichen Pr\u00fcfung markiert und das Ergebnis per E-Mail an das Asset-Management-Team sendet. Das Ganze dauert neunzig Sekunden. Es wird still im Raum, dann fragt jemand: \u201cWie lange hat die Entwicklung daf\u00fcr gedauert?\u201d Die Antwort \u201eeinen Nachmittag\u201c ist der Moment, in dem die meisten KI-Strategien von Unternehmen stillschweigend neu ausgerichtet werden.<\/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=\"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\/de\/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-32\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>27. Juli 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\/de\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\" target=\"_self\" aria-label=\"Den Code k\u00f6nnen Sie automatisieren \u2013 das Unternehmen hingegen nicht\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Den Code k\u00f6nnen Sie automatisieren \u2013 das Unternehmen hingegen nicht\" 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-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;\">Den Code k\u00f6nnen Sie automatisieren \u2013 das Unternehmen hingegen nicht.<\/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>K\u00fcnstliche Intelligenz kann mehr Aufgaben als je zuvor \u00fcbernehmen. Unternehmen, die diese Aufgaben mit Entscheidungsfindungen verwechseln, laufen Gefahr, sich durch die Automatisierung selbst zu schaden. Anfang 2026 forderte Oracle seine Mitarbeiter auf, ihre Arbeitsabl\u00e4ufe zu dokumentieren und die internen KI-Tools des Unternehmens zu nutzen. Einige dieser Mitarbeiter wurden sp\u00e4ter entlassen.<\/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=\"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\/de\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-33\"><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%2Fde%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%2Fde%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-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\/de\/blog\/you-can-automate-the-code-you-cant-automate-the-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/span><\/a><\/div><\/div><\/div><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:10px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:#cccccc;border-color:#cccccc;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-130 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-33 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-131 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-66\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>24. Juli 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 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-34 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\" target=\"_self\" aria-label=\"Von der ersten Anregung bis zur Neugestaltung von Prozessen \u2013 Der Weg zur erfolgreichen Einf\u00fchrung von KI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Von der ersten Anregung bis zur Neugestaltung von Prozessen: Der Weg zur erfolgreichen Einf\u00fchrung von KI\" 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-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;\">Von der ersten Anregung bis zur Neugestaltung von Prozessen: Der Weg zur erfolgreichen Einf\u00fchrung von KI<\/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>Mit dem \u00dcbergang der KI von dialogorientierten Chatbots hin zu autonomen, agentenbasierten Arbeitsabl\u00e4ufen sind Weiterbildungs- und Einf\u00fchrungsdienstleistungen f\u00fcr Unternehmen zum grundlegenden Motor der KI-Transformation und der organisatorischen Skalierbarkeit geworden. Das einfache Prompt-Engineering hat sich zu einer vielschichtigen Disziplin entwickelt, die Spezifikation, Kontext-Engineering, Low-Code-Orchestrierung und Prozessneugestaltung umfasst. Unternehmen, die die Einf\u00fchrung von KI als ganzheitliche Gesch\u00e4ftstransformation und nicht als blo\u00dfen Einsatz technischer Tools betrachten, erzielen eine deutlich h\u00f6here Geschwindigkeit und einen wesentlich h\u00f6heren ROI. Artefact steht im Zentrum dieser Entwicklung und bef\u00e4higt Unternehmen, die Kompetenzen ihrer Belegschaft zu modernisieren, Kernprozesse unter Ber\u00fccksichtigung menschlicher Ermessensentscheidungen neu zu gestalten und eine robuste Governance zu etablieren, um KI sicher und schnell zu skalieren.<\/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=\"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\/de\/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-34\"><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%2Fde%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%2Fde%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-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\/de\/blog\/from-prompting-to-process-redesign-the-journey-of-successful-ai-adoption\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>22. Juli 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\/de\/blog\/enterprise-ai-fluency-beyond-tool-access-how-artefact-ai-academy-drives-sustainable-adoption-and-capability-building\/\" target=\"_self\" aria-label=\"ai academy \u2013 data-Zusammenfassung Juli 2026\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"KI-Kompetenz im Unternehmen \u00fcber den blo\u00dfen Zugang zu Tools hinaus: Wie die Artefact AI Academy eine nachhaltige Einf\u00fchrung und den Aufbau von Kompetenzen vorantreibt\" 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-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;\">KI-Kompetenz im Unternehmen \u00fcber den blo\u00dfen Zugang zu Tools hinaus: Wie die Artefact AI Academy eine nachhaltige Einf\u00fchrung und den Aufbau von Kompetenzen vorantreibt<\/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>Zwar ist der Zugang zu KI in Unternehmen nahezu fl\u00e4chendeckend, doch echte organisatorische Kompetenz ist nach wie vor selten. Der Kauf von Software und die Herausgabe von Kurzanleitungen f\u00fchren nicht automatisch zum Aufbau von Kompetenzen bei den Mitarbeitern. Eine echte KI-Transformation erfordert, \u00fcber die blo\u00dfe Einf\u00fchrung von Tools hinauszugehen und eine strukturierte, rollenbasierte Weiterqualifizierung zu betreiben, bei der menschliches Urteilsverm\u00f6gen, Prozessintegration und Wissensvermittlung im Mittelpunkt stehen. Die Artefact AI Academy arbeitet mit globalen Unternehmen zusammen, um die L\u00fccke zwischen technischem Zugang und operativem Nutzen zu schlie\u00dfen. Indem Artefact den Aufbau von KI-Kompetenzen als einen fortlaufenden Lernprozess innerhalb der Organisation betrachtet, bef\u00e4higt das Unternehmen die Belegschaft, KI sicher, strategisch und in gro\u00dfem Ma\u00dfstab zu integrieren.<\/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=\"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\/de\/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-35\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>22. Juli 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 ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-36 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\" target=\"_self\" aria-label=\"Von der pers\u00f6nlichen KI zur organisatorischen KI \u2013 KI als Wettbewerbsvorteil f\u00fcr Unternehmen nutzen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Von der pers\u00f6nlichen KI zur organisatorischen KI: Wie sich KI in einen Wettbewerbsvorteil f\u00fcr Unternehmen verwandeln l\u00e4sst\" 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-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;\">Von der pers\u00f6nlichen KI zur organisatorischen KI: Wie sich KI in einen Wettbewerbsvorteil f\u00fcr Unternehmen verwandeln l\u00e4sst<\/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>Der \u201eAgentic Commerce\u201c ver\u00e4ndert die Art und Weise, wie Verbraucher Produkte entdecken und kaufen. Anstatt selbst zu suchen, zu st\u00f6bern und Optionen zu vergleichen, verlassen sich Kunden zunehmend auf KI, um ihre Kaufentscheidungen zu treffen. Da KI zu einer neuen Entscheidungsebene wird, m\u00fcssen Marken nicht nur um die Aufmerksamkeit der Verbraucher, sondern auch um KI-Empfehlungen konkurrieren.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-140 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-36\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"From 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\/de\/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-36\"><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%2Fde%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%2Fde%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-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\/de\/blog\/from-personal-ai-to-organizational-ai-turning-ai-into-enterprise-advantage\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>22. Juli 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 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-37 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\" target=\"_self\" aria-label=\"Wie KI und data Gesundheitsdienstleistern Millionen einsparen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wie KI und data Gesundheitsdienstleistern Millionen einsparen\" 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-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;\">Wie KI und data Gesundheitsdienstleistern Millionen einsparen<\/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>Eine Finanzdirektorin eines franz\u00f6sischen Netzwerks f\u00fcr die postakute Versorgung f\u00fchrt ihren Monatsabschluss durch, doch die Zahlen gehen nicht auf: 2,3 Mio. \u20ac an abgelehnten Forderungen von Zusatzversicherern, zu sp\u00e4t gemeldete unvollst\u00e4ndige Patientenakten und ein R\u00fcckstau bei der Kodierung von Rehabilitationsleistungen, der die Berichterstattung im Rahmen des Programms zur medizinischen Optimierung der Informationssysteme (PMSI) auf das folgende Quartal verschoben hat. Keines dieser Probleme ist auf klinisches Versagen zur\u00fcckzuf\u00fchren. Alle sind administrativer Natur \u2013 und alle sind vermeidbar.<\/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=\"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\/de\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-37\"><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%2Fde%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%2Fde%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-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\/de\/blog\/how-ai-and-data-save-healthcare-providers-millions\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>20. Juli 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 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-38 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-ai-is-redefining-the-modern-data-stack\/\" target=\"_self\" aria-label=\"Wie KI den modernen Data-Stack neu definiert\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wie KI den modernen Data-Stack neu definiert\" 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-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;\">Wie KI den modernen Data-Stack neu definiert<\/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>Noch vor nicht allzu langer Zeit waren data-Entwicklung und KI getrennte Disziplinen mit einer klaren Schnittstelle: data-Entwickler erstellten Pipelines, bereinigten die data-Daten und \u00fcbergaben diese an data-Wissenschaftler, die Modelle trainierten. Die beiden Teams sprachen unterschiedliche Sprachen, nutzten unterschiedliche Werkzeuge und waren oft in unterschiedlichen Organisationsstrukturen angesiedelt.<\/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=\"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\/de\/blog\/how-ai-is-redefining-the-modern-data-stack\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-38\"><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%2Fde%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%2Fde%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-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\/de\/blog\/how-ai-is-redefining-the-modern-data-stack\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>20. Juli 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-41 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-39 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"Das Gebot der Souver\u00e4nit\u00e4t \u2013 Was sich im Zeitalter der KI verzinst, muss man besitzen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Das Gebot der Souver\u00e4nit\u00e4t: Was sich im Zeitalter der KI von Bedeutung ist\" 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-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;\">Das Gebot der Souver\u00e4nit\u00e4t: Was sich im Zeitalter der KI von Bedeutung ist<\/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>Am 1. Juli 2026 trat Alex Karp von Palantir bei CNBC auf und sprach aus, was die meisten Unternehmensleiter insgeheim denken, aber selten \u00f6ffentlich \u00e4u\u00dfern: In Bezug auf das von OpenAI und Anthropic popul\u00e4r gemachte Token-Verbrauchsmodell habe \"etwas v\u00f6llig schiefgelaufen\". Am Tag zuvor hatte Palantir ein Neun-Punkte-Manifest zur \"KI-Souver\u00e4nit\u00e4t\" ver\u00f6ffentlicht und dies mit einer Vereinbarung verbunden, die offenen Nemotron-Modelle von Nvidia in geheimen, luftisolierten Umgebungen der US-Regierung zu betreiben, die vom Kunden kontrolliert werden.<\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:calc( 100% + 20px ) !important;max-width:calc( 100% + 20px ) !important;margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-152 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-row fusion-flex-align-items-center\"><div class=\"fusion-sharing-box fusion-sharing-box-39\" style=\"background-color:#f1f1f1;border-color:#cccccc;--awb-margin-top:5px;--awb-separator-border-color:#cccccc;--awb-separator-border-sizes:0px;--awb-alignment:flex-start;--awb-layout:row;--awb-alignment-small:space-between;--awb-stacked-align-small:center;\" data-title=\"The 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\/de\/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-39\"><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%2Fde%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%2Fde%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-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\/de\/blog\/the-sovereignty-imperative-owning-what-compounds-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>7. Juli 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-42 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-40 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/thinking-in-the-age-of-ai\/\" target=\"_self\" aria-label=\"Denken im Zeitalter der KI\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Denken im Zeitalter der KI\" 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-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;\">Denken im Zeitalter der KI<\/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>Intelligenz war noch nie so g\u00fcnstig. Nachdenken war noch nie so teuer. Leider stellen die meisten Unternehmen Mittel f\u00fcr Ersteres bereit und lassen Letzteres vernachl\u00e4ssigt. KI-Inhalte waren noch nie so leicht zu erkennen, wie Sie wahrscheinlich sehr wohl wissen. Man wirft einen Blick auf eine Pr\u00e4sentation oder liest die ersten drei Zeilen einer E-Mail und wei\u00df sofort, ob sie von einem Menschen oder von einer KI verfasst wurde. Dies wird mit der Weiterentwicklung der Modelle nur noch deutlicher werden.<\/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=\"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\/de\/blog\/thinking-in-the-age-of-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-40\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Thinking%20in%20the%20age%20of%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/thinking-in-the-age-of-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>30. Juni 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\/de\/blog\/africa-ai-leapfrog-agentic-transformation\/\" target=\"_self\" aria-label=\"Von Mobile Money bis hin zu KI-Agenten\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Von Mobile Money bis hin zu KI-Agenten: Warum Afrikas n\u00e4chster Sprung nach vorne bereits in greifbarer N\u00e4he liegt\" 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-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;\">Von Mobile Money bis hin zu KI-Agenten: Warum Afrikas n\u00e4chster Sprung nach vorne bereits in greifbarer N\u00e4he liegt<\/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>Anhand von Gespr\u00e4chen mit F\u00fchrungskr\u00e4ften, politischen Entscheidungstr\u00e4gern, Kunden und Partnern in Nairobi und Kigali beleuchtet Artefact eine starke \u00dcberzeugung: Afrika hinkt im Bereich der KI nicht hinterher, sondern steht kurz vor einem neuen technologischen Sprung.<\/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=\"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\/de\/blog\/africa-ai-leapfrog-agentic-transformation\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-41\"><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%2Fde%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%2Fde%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-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\/de\/blog\/africa-ai-leapfrog-agentic-transformation\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>30. Juni 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 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-42 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\" target=\"_self\" aria-label=\"Das Unsichtbare sehen \u2013 Luxus im Zeitalter der Agenten: Die Perspektive von Artefact\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Das Unsichtbare sehen \u2013 Luxus im Zeitalter der Agenten: Die Perspektive von Artefact\" 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-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;\">Das Unsichtbare sehen \u2013 Luxus im Zeitalter der Agenten: Die Perspektive von Artefact<\/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>Automatisierung. Geschwindigkeit. Skalierbarkeit. Alles, was die Luxusbranche stets abgelehnt hat. Und doch k\u00f6nnten KI-Agenten die erste Technologie sein, die das leisten kann, was die Branche seit Jahrzehnten verspricht, aber nie ganz erreicht hat: jeden Kunden so gut zu kennen, als w\u00e4re er Ihr einziger.<\/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=\"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\/de\/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-42\"><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%2Fde%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%2Fde%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-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\/de\/blog\/seeing-the-invisible-luxury-in-the-age-of-agents-artefacts-perspective\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. Juni 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\/de\/blog\/agentic-commerce-when-buying-becomes-delegating\/\" target=\"_self\" aria-label=\"Agentischer Handel \u2013 Wenn Einkaufen zum Delegieren wird\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentischer Handel: Wenn Einkaufen zur Delegation wird\" 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-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;\">Agentischer Handel: Wenn Einkaufen zur Delegation wird<\/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>In nur wenigen Jahren hat sich generative KI von einer Neuheit zum Standardzugang entwickelt. Gro\u00dfe Sprachmodelle (LLMs) verzeichnen bereits fast 45 Milliarden Zugriffe pro Monat, was einem traditionellen Suchvolumen von 56% entspricht, das seit Jahren auf einem konstanten Niveau verharrt.<\/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=\"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\/de\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-43\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Agentic%20commerce%3A%20When%20buying%20becomes%20delegating&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/agentic-commerce-when-buying-becomes-delegating\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. Juni 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 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-44 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\" target=\"_self\" aria-label=\"Wie Unternehmen die Inklusion von LGBTQIAPN+ durch sinnvolle strukturelle Ver\u00e4nderungen f\u00f6rdern k\u00f6nnen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Wie Unternehmen die Inklusion von LGBTQIAPN+ durch sinnvolle strukturelle Ver\u00e4nderungen f\u00f6rdern k\u00f6nnen\" 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-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;\">Wie Unternehmen die Inklusion von LGBTQIAPN+ durch sinnvolle strukturelle Ver\u00e4nderungen f\u00f6rdern k\u00f6nnen<\/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>Jedes Jahr sind im Rahmen des Pride-Monats Kampagnen, Inhalte und Markeninitiativen rund um das Thema LGBTQIAPN+ im Mittelpunkt. Dies ist ein wichtiger Moment f\u00fcr die Sichtbarkeit, doch der Markt selbst stellt zunehmend die Frage: Was kommt danach? Aktuelle Untersuchungen liefern ein klares Signal: audiences w\u00fcnschen sich weniger einmalige Kommunikationsma\u00dfnahmen und mehr konkrete Strukturen.<\/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=\"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\/de\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-44\"><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%2Fde%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%2Fde%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-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\/de\/blog\/how-companies-can-foster-lgbtqiapn-inclusion-through-meaningful-structural-change\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>25. Juni 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 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-45 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/own-channels-real-data-why-crm-strategy-must-be-a-c-suite-decision-and-why-it-rarely-is\/\" target=\"_self\" aria-label=\"Eigene Kan\u00e4le, echtes data \u2013 Warum die CRM-Strategie eine Entscheidung der F\u00fchrungsspitze sein muss und warum dies selten der Fall ist _ Artikel\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Eigene Kan\u00e4le, echtes data: Warum die CRM-Strategie eine Entscheidung der F\u00fchrungsspitze sein muss \u2013 und warum dies selten der Fall ist\" 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-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;\">Eigene Kan\u00e4le, echtes data: Warum die CRM-Strategie eine Entscheidung der F\u00fchrungsspitze sein muss \u2013 und warum dies selten der Fall ist<\/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>Die meisten CRM- und CDP-Projekte, an denen ich in Deutschland arbeite, scheitern nicht an der Technologie. Sie scheitern bereits, bevor die erste data-Pipeline aufgebaut ist. CMOs steuern die Marketingstrategie nach wie vor weitgehend in Silos: Marke A, Kanal B, Kampagne C. Doch der Kunde nimmt keine Silos wahr. Er ist ein Gesch\u00e4ftsreisender, der am Montag ein Upgrade bucht. Ein Familienkunde, der am Freitag nach einem Wochenend-Sonderangebot sucht. Ein Versicherungsnehmer, der im Oktober seinen Vertrag verl\u00e4ngert. Dieselbe Person. Drei unterschiedliche Mikropersonas. Drei verschiedene Kontaktpunkte. Und in der data-Datenbank: ein flaches Profil mit einem Geburtsdatum und einer Liste aller Transaktionen.<\/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=\"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\/de\/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-45\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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. Juni 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-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-46 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\" target=\"_self\" aria-label=\"Artikel von Ghadi Hobeika\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"\u00dcber die Sandbox hinaus: Wie sich mit agentischer KI messbarer gesch\u00e4ftlicher Nutzen erschlie\u00dfen l\u00e4sst\" 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-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;\">\u00dcber die Sandbox hinaus: Wie sich mit agentischer KI messbarer gesch\u00e4ftlicher Nutzen erschlie\u00dfen l\u00e4sst<\/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>Zwar verspricht KI einen schnelleren Service und differenziertere Entscheidungsprozesse, doch bleibt ein Gro\u00dfteil dieses Potenzials bislang auf den Versuchsebene beschr\u00e4nkt. Erfahren Sie, wie f\u00fchrende Unternehmen \u00fcber einfache KI-Pilotprojekte hinausgehen, Hindernisse bei der Akzeptanz durch die Belegschaft \u00fcberwinden und agentenbasierte Arbeitsabl\u00e4ufe in ihre Kerngesch\u00e4ftsprozesse integrieren, um einen echten, messbaren ROI zu erzielen.<\/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=\"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\/de\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-46\"><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%2Fde%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%2Fde%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-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\/de\/blog\/unlock-business-value-from-agentic-ai-beyond-the-sandbox\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>11. Juni 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 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-47 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/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=\"Das Abwarten, bis die KI ausgereift ist, ist ein Risiko, das Sie m\u00f6glicherweise nicht \u00fcberstehen \u2013 Warum die Abwartehaltung des britischen Immobiliensektors sein gr\u00f6\u00dftes Risiko darstellt und wo man tats\u00e4chlich ansetzen sollte\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Das Abwarten, bis die KI ausgereift ist, ist ein Risiko, das Sie m\u00f6glicherweise nicht \u00fcberstehen \u2013 Warum die Abwartehaltung des britischen Immobiliensektors sein gr\u00f6\u00dftes Risiko darstellt und wo man tats\u00e4chlich ansetzen sollte\" 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-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;\">Das Abwarten, bis die KI ausgereift ist, ist ein Risiko, das Sie m\u00f6glicherweise nicht \u00fcberstehen \u2013 Warum die Abwartehaltung des britischen Immobiliensektors sein gr\u00f6\u00dftes Risiko darstellt und wo man tats\u00e4chlich ansetzen sollte<\/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>Ich habe inzwischen mit unz\u00e4hligen F\u00fchrungskr\u00e4ften aus der Immobilienbranche gesprochen, die aufrichtig \u00fcberrascht sind, wie langsam die Einf\u00fchrung von KI in ihren eigenen Unternehmen voranschreitet, obwohl sie Copilot f\u00fcr alle ihre Teams freigeschaltet haben. Das Muster ist bemerkenswert einheitlich. Es wird eine Lizenz erworben \u2013 oft die g\u00fcnstigste auf dem Markt \u2013, es werden kaum oder gar keine wirklichen Schulungen angeboten, und die F\u00fchrungskr\u00e4fte warten dann auf eine Transformation, die niemals eintritt. Die Akzeptanz bleibt gering, die Frustration w\u00e4chst, und der versprochene Durchbruch bleibt aus. Dahinter steht die Annahme, dass es ausreicht, den Mitarbeitern ein leistungsstarkes Tool an die Hand zu geben, um ihre Arbeitsweise zu ver\u00e4ndern.<\/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=\"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\/de\/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-47\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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. Juni 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 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-48 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/the-self-driving-enterprise-why-carmakers-need-agentic-ai-before-fully-autonomous-cars\/\" target=\"_self\" aria-label=\"Das Unternehmen f\u00fcr autonomes Fahren \u2013 Warum Automobilhersteller agentische KI ben\u00f6tigen, bevor sie vollst\u00e4ndig autonome Fahrzeuge auf den Markt bringen k\u00f6nnen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Das Unternehmen der autonomen Fahrzeuge: Warum Automobilhersteller agentische KI ben\u00f6tigen, bevor sie vollst\u00e4ndig autonome Fahrzeuge auf den Markt bringen k\u00f6nnen\" 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-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;\">Das Unternehmen der autonomen Fahrzeuge: Warum Automobilhersteller agentische KI ben\u00f6tigen, bevor sie vollst\u00e4ndig autonome Fahrzeuge auf den Markt bringen k\u00f6nnen<\/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>Die Automobilindustrie befindet sich in einem Paradoxon. Die Automobilhersteller investieren Milliarden in die Entwicklung von Fahrzeugen, die ihre Umgebung wahrnehmen, Risiken einsch\u00e4tzen und ohne menschliches Eingreifen handeln k\u00f6nnen \u2013 doch die Unternehmen, die diese Fahrzeuge bauen, st\u00fctzen sich nach wie vor auf j\u00e4hrliche Planungszyklen, manuelle Entscheidungsprozesse und Systeme, die nicht f\u00fcr die Kommunikation untereinander ausgelegt sind. Fahrzeuge werden schneller autonom als die Unternehmen, die sie herstellen. Diese Diskrepanz ist l\u00e4ngst keine strategische Kuriosit\u00e4t mehr. In einer Branche, die gleichzeitig dem Druck durch Elektrifizierung, softwaredefinierte Fahrzeugarchitekturen, sinkende Margen und den sich versch\u00e4rfenden Wettbewerb durch chinesische Hersteller ausgesetzt ist, die westliche OEMs sowohl bei den Kosten als auch bei der KI-Integration \u00fcbertreffen, ist Entscheidungsverz\u00f6gerung zu einer strukturellen Belastung geworden.<\/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=\"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\/de\/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-48\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>11. Juni 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 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-49 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\" target=\"_self\" aria-label=\"Agentische KI und die Zukunft der Always-On-Messung\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentische KI und die Zukunft der Always-On-Messung\" 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-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;\">Agentische KI und die Zukunft der Always-On-Messung<\/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>Die SEO-Teams von Artefact aus den Benelux-L\u00e4ndern und Deutschland haben sich zu einem markt\u00fcbergreifenden Wissensaustausch-Gipfel zusammengeschlossen, dessen Schwerpunkt auf AI, Automatisierung und der Zukunft der Suche lag. Von der Optimierung von Arbeitsabl\u00e4ufen mit AI bis hin zur Weiterentwicklung von GEO-Strategien (Generative Engine Optimization) f\u00fcr AI-gesteuerte Suchmaschinen st\u00e4rkt diese Zusammenarbeit das One Artefact-Netzwerk und liefert intelligentere, skalierbarere SEO-L\u00f6sungen f\u00fcr internationale Kunden.<\/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 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\/de\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><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%20and%20the%20Future%20of%20Always-On%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/agentic-ai-and-the-future-of-always-on-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>26 Mai 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 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-50 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\" target=\"_self\" aria-label=\"Beherrschung des Goldenen Dreiecks der Marketingmessung-2\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Das Goldene Dreieck der Marketingmessung meistern\" 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-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;\">Das Goldene Dreieck der Marketingmessung meistern<\/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>Die SEO-Teams von Artefact aus den Benelux-L\u00e4ndern und Deutschland haben sich zu einem markt\u00fcbergreifenden Wissensaustausch-Gipfel zusammengeschlossen, dessen Schwerpunkt auf AI, Automatisierung und der Zukunft der Suche lag. Von der Optimierung von Arbeitsabl\u00e4ufen mit AI bis hin zur Weiterentwicklung von GEO-Strategien (Generative Engine Optimization) f\u00fcr AI-gesteuerte Suchmaschinen st\u00e4rkt diese Zusammenarbeit das One Artefact-Netzwerk und liefert intelligentere, skalierbarere SEO-L\u00f6sungen f\u00fcr internationale Kunden.<\/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=\"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\/de\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-50\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Mastering%20the%20Golden%20Triangle%20of%20Marketing%20Measurement&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/mastering-the-golden-triangle-of-marketing-measurement\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>26 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-53 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" style=\"--awb-overflow:hidden;--awb-bg-color:#f1f1f1;--awb-bg-color-hover:#f1f1f1;--awb-bg-size:cover;--awb-box-shadow:0px 1px 2px #00000038;;--awb-border-color:#cac9c7;--awb-border-style:solid;--awb-border-radius:0px 0px 8px 8px;--awb-flex-grow:0;--awb-flex-shrink:0;--awb-flex-grow-medium:;--awb-flex-shrink-medium:;--awb-flex-grow-small:;--awb-flex-shrink-small:;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"--awb-aspect-ratio:3 \/ 2;--awb-caption-overlay-color:#65bc7b;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-51 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\" target=\"_self\" aria-label=\"ungenannt (13)\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Unterhalb der Wasserlinie: Die vier Schichten eines KI-einheimischen Unternehmens\" 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-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;\">Unterhalb der Wasserlinie:  Die vier Schichten eines KI-einheimischen Unternehmens<\/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>Die Verm\u00f6gensverwaltung steckt in der Vergangenheit fest. Die Kunden leben in einer Welt der m\u00fchelosen, hyper-personalisierten Empfehlungen von YouTube, TikTok oder Amazon, doch die Banken verkaufen ihre Produkte mit Hilfe von Regelb\u00fcchern, schwerf\u00e4lliger Segmentierung und Ratschl\u00e4gen ihrer Berater. Die Banken haben M\u00fche, mit den Kundenerwartungen und der Komplexit\u00e4t der heutigen Portfolios Schritt zu halten. Hybride KI kann dies \u00e4ndern. Durch die Verschmelzung von maschinellem Lernen, Portfolio-Optimierung und der kontextbezogenen Intelligenz umfangreicher Sprachmodelle, die von einer agentenbasierten KI-Ebene gesteuert werden, k\u00f6nnen Verm\u00f6gensverwalter Empfehlungen aussprechen, die sich intelligent, pers\u00f6nlich und zum richtigen Zeitpunkt anf\u00fchlen.<\/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=\"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\/de\/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-51\"><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%2Fde%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%2Fde%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-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\/de\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>26 Mai 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\/de\/blog\/transforming-wealth-management-with-hybrid-ai\/\" target=\"_self\" aria-label=\"Artikel - Neue Wege in der Verm\u00f6gensverwaltung mit Hybrid AI\"><img decoding=\"async\" width=\"2560\" height=\"1572\" alt=\"Umgestaltung der Verm\u00f6gensverwaltung mit 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-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;\">Umgestaltung der Verm\u00f6gensverwaltung mit Hybrid AI<\/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>Die Verm\u00f6gensverwaltung steckt in der Vergangenheit fest. Die Kunden leben in einer Welt der m\u00fchelosen, hyper-personalisierten Empfehlungen von YouTube, TikTok oder Amazon, doch die Banken verkaufen ihre Produkte mit Hilfe von Regelb\u00fcchern, schwerf\u00e4lliger Segmentierung und Ratschl\u00e4gen ihrer Berater. Die Banken haben M\u00fche, mit den Kundenerwartungen und der Komplexit\u00e4t der heutigen Portfolios Schritt zu halten. Hybride KI kann dies \u00e4ndern. Durch die Verschmelzung von maschinellem Lernen, Portfolio-Optimierung und der kontextbezogenen Intelligenz umfangreicher Sprachmodelle, die von einer agentenbasierten KI-Ebene gesteuert werden, k\u00f6nnen Verm\u00f6gensverwalter Empfehlungen aussprechen, die sich intelligent, pers\u00f6nlich und zum richtigen Zeitpunkt anf\u00fchlen.<\/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=\"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\/de\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-52\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Transforming%20Wealth%20Management%20with%20Hybrid%20AI&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/transforming-wealth-management-with-hybrid-ai\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>21 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-55 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column ai-technology\" 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\/de\/blog\/the-ai-transformation-that-delivers-why-process-people-and-technology-must-move-together\/\" target=\"_self\" aria-label=\"artikel-hemanth blog\"><img decoding=\"async\" width=\"1332\" height=\"816\" alt=\"Die AI Transformation, die Erfolg bringt: Warum Prozesse, Menschen und Technologie zusammenwachsen m\u00fcssen\" 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-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;\">Die AI Transformation, die Erfolg bringt: Warum Prozesse, Menschen und Technologie zusammenwachsen m\u00fcssen<\/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>Der Markt f\u00fcr digitale Transformation im Nahen Osten wird bis 2031 voraussichtlich $205 Milliarden erreichen. Nationale Strategien in der gesamten Golfregion, von der KI-Strategie 2031 der VAE bis hin zur saudischen Vision 2030 und der nationalen Vision 2030 von Katar, verankern beispiellose Investitionen in die KI-Infrastruktur, die staatlichen F\u00e4higkeiten und die wirtschaftliche Diversifizierung. Das Engagement ist echt. Die entscheidende Frage f\u00fcr jedes gro\u00dfe Unternehmen ist jedoch, ob diese Investitionen zu einer unternehmensweiten Transformation f\u00fchren oder eine Ansammlung unzusammenh\u00e4ngender Pilotprojekte bleiben.<\/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=\"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\/de\/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-53\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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 Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-56 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column real-estate\" 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\/de\/blog\/key-learnings-from-ukreiif-2026\/\" target=\"_self\" aria-label=\"Die wichtigsten Erkenntnisse aus UKREiiF 2026\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Die wichtigsten Erkenntnisse aus 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-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;\">Die wichtigsten Erkenntnisse aus UKREiiF 2026<\/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>Immobilien sind eine menschliche Branche. Sie ist zutiefst von Beziehungen gepr\u00e4gt. H\u00e4user werden nicht als Ware gehandelt; sie haben einen hohen Wert und ein geringes Transaktionsvolumen. Ein riesiges Kapital wird von erstaunlich wenigen Menschen eingesetzt. Dass es sich dabei auch um ein emotionales und oft irrationales Gesch\u00e4ft handelt, ist f\u00fcr niemanden in diesem Raum eine Offenbarung. Dies sind keine guten Voraussetzungen f\u00fcr den Einsatz von KI in gro\u00dfem Ma\u00dfstab. Die Anwendungsf\u00e4lle konzentrieren sich in der Regel auf die Automatisierung des Back Office, ein besseres data Management und eine bessere Entscheidungsfindung. Im Gegensatz zu den meisten anderen Branchen ist die Immobilienbranche eine Branche, in der echte Branchenkenntnisse ein echter und dauerhafter Vorteil sind. Es gibt ein Vertrauensproblem, bei dem die F\u00fchrungskr\u00e4fte nicht wollen, dass Anwendungsf\u00e4lle aus anderen Branchen \u00fcbernommen werden.<\/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=\"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\/de\/blog\/key-learnings-from-ukreiif-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-54\"><span><a href=\"https:\/\/x.com\/intent\/post?text=Key%20Learnings%20from%20UKREiiF%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/key-learnings-from-ukreiif-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>20 Mai 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 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-55 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/synergy-across-borders-how-artefact-benelux-and-dach-are-scaling-geo-across-europe\/\" target=\"_self\" aria-label=\"NL x DACH GEO Kolaboration\"><img decoding=\"async\" width=\"800\" height=\"500\" alt=\"Grenz\u00fcberschreitende Synergien: Wie Artefact Benelux und DACH GEO europaweit ausbauen\" 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-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;\">Grenz\u00fcberschreitende Synergien: Wie Artefact Benelux und DACH GEO europaweit ausbauen<\/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>Die SEO-Teams von Artefact aus den Benelux-L\u00e4ndern und Deutschland haben sich zu einem markt\u00fcbergreifenden Wissensaustausch-Gipfel zusammengeschlossen, dessen Schwerpunkt auf AI, Automatisierung und der Zukunft der Suche lag. Von der Optimierung von Arbeitsabl\u00e4ufen mit AI bis hin zur Weiterentwicklung von GEO-Strategien (Generative Engine Optimization) f\u00fcr AI-gesteuerte Suchmaschinen st\u00e4rkt diese Zusammenarbeit das One Artefact-Netzwerk und liefert intelligentere, skalierbarere SEO-L\u00f6sungen f\u00fcr internationale Kunden.<\/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=\"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\/de\/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-55\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>16. Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<li class=\"fusion-layout-column fusion_builder_column fusion-builder-column-58 fusion-flex-column post-card fusion-grid-column fusion-post-cards-grid-column data-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-56 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/state-of-play-conversational-commerce-2026\/\" target=\"_self\" aria-label=\"Konversationeller Handel\"><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-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;\">State of Play: Conversational Commerce 2026<\/h3><\/div><div class=\"fusion-text fusion-text-111 blog-excerpt\" style=\"--awb-font-size:16px;--awb-text-color:#000000;--awb-margin-right:15px;--awb-margin-left:15px;--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>Die Marketinglandschaft im Bereich AI hat sich zersplittert. W\u00e4hrend Anthropic und Perplexity sich g\u00e4nzlich aus der Werbung zur\u00fcckziehen, um das Vertrauen der Nutzer zu wahren, hat OpenAI einen leistungsorientierten CPC-Anzeigenmanager eingef\u00fchrt, und Google verlagert seinen Fokus auf agentisches Shopping. Hier sind die f\u00fcnf wichtigsten Entwicklungen, die den dialogorientierten Handel im Fr\u00fchjahr 2026 neu gestalten, und was sie f\u00fcr europ\u00e4ische Marken bedeuten.<\/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=\"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\/de\/blog\/state-of-play-conversational-commerce-2026\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-56\"><span><a href=\"https:\/\/x.com\/intent\/post?text=State%20of%20Play%3A%20Conversational%20Commerce%202026&amp;url=https%3A%2F%2Fwww.artefact.com%2Fde%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%2Fde%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-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\/de\/blog\/state-of-play-conversational-commerce-2026\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>16. Mai 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 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-57 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\" target=\"_self\" aria-label=\"Halluzinationen in LLMs erkennen, Token f\u00fcr Token\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Halluzinationen in LLMs erkennen, Token f\u00fcr Token\" 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-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;\">Halluzinationen in LLMs erkennen, Token f\u00fcr Token<\/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>Gro\u00dfe Sprachmodelle sind erstaunlich leistungsf\u00e4hig. Sie fassen zusammen, \u00fcbersetzen, schlussfolgern und programmieren (besser als ich). Aber im Gegensatz zu mir sind sie auch daf\u00fcr ber\u00fcchtigt geworden, mit beunruhigendem Selbstvertrauen Fakten zu erfinden.<\/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=\"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\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-57\"><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%2Fde%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%2Fde%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-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\/de\/blog\/detecting-hallucinations-in-llms-one-token-at-a-time\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>11. Mai 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 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-58 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\" target=\"_self\" aria-label=\"Die SaaSpokalypse \u00fcberstehen \u2013 Eine Bewertung der durch AI verursachten Umw\u00e4lzungen in Software-Portfolios\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Die SaaSpokalypse \u00fcberstehen: Eine Bewertung der durch AI verursachten Umw\u00e4lzungen 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-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;\">Die SaaSpokalypse \u00fcberstehen: Eine Bewertung der durch AI verursachten Umw\u00e4lzungen in Software-Portfolios<\/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>Auch wenn es ironisch gemeint ist, habe ich den Ratschlag \u2018Mach niemals Vorhersagen, vor allem nicht \u00fcber die Zukunft\u2019 immer f\u00fcr zutreffend gehalten \u2013 und nirgendwo trifft das mehr zu als im AI-Universum. Vor drei Jahren wurde AI als Beschleuniger f\u00fcr moderne, auf cloud basierende Softwareunternehmen angepriesen; es sollte gut besetzte, branchenf\u00fchrende Entwicklerteams befl\u00fcgeln, um in immer k\u00fcrzerer Zeit bessere Produkte zu liefern.<\/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=\"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\/de\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-58\"><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%2Fde%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%2Fde%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-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\/de\/blog\/surviving-the-saaspocalypse-evaluating-ai-disruption-in-software-portfolios\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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>7. Mai 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 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-59 hover-type-none has-aspect-ratio\"><a class=\"fusion-no-lightbox\" href=\"https:\/\/www.artefact.com\/de\/blog\/agentic-ai-transformation-in-the-public-sector-how-governments-win-by-industrializing-agentic-ai\/\" target=\"_self\" aria-label=\"Artikel - Agentische KI-Transformation im \u00f6ffentlichen Sektor_Wie Regierungen durch die Industrialisierung von agentenbasierter KI gewinnen\"><img decoding=\"async\" width=\"900\" height=\"555\" alt=\"Agentische KI Transformation im \u00f6ffentlichen Sektor: Wie Regierungen durch die Industrialisierung von agentenbasierter KI gewinnen\" 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-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;\">Agentische KI Transformation im \u00f6ffentlichen Sektor: Wie Regierungen durch die Industrialisierung von agentenbasierter KI gewinnen<\/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>Der \u00f6ffentliche Sektor befindet sich in einer entscheidenden Phase. Angesichts der Tatsache, dass die globale Staatsverschuldung im Jahr 2024 eine noch nie dagewesene H\u00f6he von $102 Billionen erreichen wird, sind die Regierungen zwischen gegens\u00e4tzlichen strukturellen Kr\u00e4ften gefangen. Auf der einen Seite schrumpft der fiskalische Spielraum rapide, denn mehr als 3,4 Milliarden Menschen leben in L\u00e4ndern, die mehr f\u00fcr Schuldzinsen als f\u00fcr Gesundheit oder Bildung ausgeben. Auf der anderen Seite steigen die Erwartungen der B\u00fcrger, die digitale Dienstleistungen verlangen, die es mit der Geschwindigkeit und Personalisierung von Big Tech aufnehmen k\u00f6nnen.<\/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=\"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\/de\/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-59\"><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%2Fde%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%2Fde%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-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\/de\/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\">MEHR LESEN<\/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>5. Mai 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\" 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\/de\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\" target=\"_self\" aria-label=\"Ausbau von AI im Jahr der Umsetzung im Nahen Osten\"><img decoding=\"async\" width=\"1582\" height=\"975\" alt=\"Skalierung von KI im \u201cJahr der Hinrichtung\u201d im Nahen Osten\u201d\" 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-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;\">Ausbau von AI im \u201cJahr der Umsetzung\u201d im Nahen Osten\u201d<\/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>Im Laufe des zweiten Quartals 2026 hat der weltweite Dialog rund um AI einen entscheidenden Wendepunkt erreicht. Die anf\u00e4ngliche Faszination f\u00fcr generative Modelle ist zu einer Forderung nach messbaren industriellen Auswirkungen gereift. Im Nahen Osten, einer Region, die derzeit als globales Labor f\u00fcr die weltweit ehrgeizigsten digitalen Giga- und Megaprojekte dient, geht es nicht mehr um das Potenzial von AI, sondern um dessen Leistungsf\u00e4higkeit im gro\u00dfen Ma\u00dfstab.<\/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 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\/de\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><div class=\"fusion-social-networks sharingbox-shortcode-icon-wrapper sharingbox-shortcode-icon-wrapper-60\"><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%2Fde%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%2Fde%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-237 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-center\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:50%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-end fusion-content-layout-row\"><div ><a class=\"fusion-button button-flat button-medium button-default fusion-button-default button-61 fusion-button-default-span fusion-button-default-type\" 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\/de\/blog\/scaling-ai-in-the-middle-easts-year-of-execution\/\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">MEHR LESEN<\/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-238 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-padding-left:28px;--awb-bg-size:cover;--awb-width-large:15%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:15%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:15%;--awb-order-small:0;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><i class=\"fb-icon-element-60 fb-icon-element fontawesome-icon fa-calendar-alt fas circle-no fusion-text-flow\" style=\"--awb-iconcolor:#cccccc;--awb-iconcolor-hover:var(--awb-color5);--awb-circlecolor:var(--awb-color1);--awb-font-size:18px;--awb-margin-right:9px;\"><\/i><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-239 fusion-flex-column\" style=\"--awb-padding-top:17px;--awb-bg-size:cover;--awb-width-large:70%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:70%;--awb-order-medium:0;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:70%;--awb-order-small:1;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-120\" style=\"--awb-font-size:15px;--awb-text-color:var(--awb-color7);--awb-text-font-family:&quot;IBM Plex Sans&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p>5. Mai 2026<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/li>\n<\/ul><div class=\"fusion-infinite-scroll-trigger\"><\/div><div class=\"pagination infinite-scroll clearfix\" style=\"display:none;\"><span class=\"current\">1<\/span><a href=\"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/1033043\/page\/2\/\" class=\"inactive\">2<\/a><a class=\"pagination-next\" rel=\"next\" href=\"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/1033043\/page\/2\/\"><span class=\"page-text\">Weiter<\/span><span class=\"page-next\"><\/span><\/a><\/div><div class=\"fusion-clearfix\"><\/div><button class=\"fusion-load-more-button fusion-product-button fusion-clearfix\">Weitere Blogs laden<\/button><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":157,"featured_media":0,"parent":108111,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"_acf_changed":false,"ep_exclude_from_search":false,"footnotes":""},"class_list":["post-1033043","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/1033043","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/users\/157"}],"replies":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/comments?post=1033043"}],"version-history":[{"count":3,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/1033043\/revisions"}],"predecessor-version":[{"id":1037444,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/1033043\/revisions\/1037444"}],"up":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/pages\/108111"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/de\/wp-json\/wp\/v2\/media?parent=1033043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}