{"id":9841,"date":"2026-06-12T12:20:09","date_gmt":"2026-06-12T16:20:09","guid":{"rendered":"https:\/\/www.softwareag.com\/?post_type=resource&#038;p=9841"},"modified":"2026-09-15T09:46:50","modified_gmt":"2026-09-15T13:46:50","slug":"why-enterprise-ai-fails-the-canonical-truth-problem","status":"publish","type":"resource","link":"https:\/\/www.softwareag.com\/de\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","title":{"rendered":"Warum Enterprise AI scheitert: Das Problem der kanonischen Wahrheit\u00a0"},"content":{"rendered":"<div class=\"wp-block-columns alignwide sag-sidebar-layout is-layout-flex wp-container-core-columns-is-layout-f56f613f wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column sag-sidebar-layout__main is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:65%\"><figure class=\"wp-block-post-featured-image\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"layers of analytics\" style=\"object-fit:cover;\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg 2560w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-300x169.jpeg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-1024x576.jpeg 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-768x432.jpeg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-1536x864.jpeg 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-2048x1152.jpeg 2048w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-18x10.jpeg 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n<h2 id=\"h-summary-nbsp\" class=\"wp-block-heading\">Zusammenfassung&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Unternehmensweite KI skaliert nicht an den Grenzen der Modelle, sondern daran, dass sie auf unvollst\u00e4ndige oder veraltete Daten angewiesen ist. Dieses Whitepaper erl\u00e4utert die L\u00fccke zwischen den Daten, die KI-Systeme typischerweise nutzen, und den autoritativen Echtzeitdaten in den f\u00fchrenden Quellsystemen (Systems of Record). Es zeigt, warum diese L\u00fccke insbesondere bei gesch\u00e4ftskritischen Anwendungsf\u00e4llen zu Fehlentscheidungen f\u00fchrt. Um dieses Problem zu l\u00f6sen, muss grundlegend neu gedacht werden, wie KI auf Unternehmensdaten zugreift, sie verwaltet und auf ihrer Basis handelt.&nbsp;<\/p>\n\n\n\n<h3 id=\"h-what-you-ll-learn-nbsp\" class=\"wp-block-heading\">Das erfahren Sie&nbsp;<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Welche Voraussetzungen Unternehmensdaten erf\u00fcllen m\u00fcssen, um wirklich KI-f\u00e4hig zu sein, einschlie\u00dflich Governance- und Audit-Anforderungen.<\/li>\n\n\n\n<li>Welche Daten sich f\u00fcr fundierte und gesch\u00e4ftskritische Entscheidungen zuverl\u00e4ssig nutzen lassen.<\/li>\n\n\n\n<li>Warum die meisten KI-Systeme im produktiven Einsatz scheitern, obwohl Pilotprojekte erfolgreich verlaufen.<\/li>\n\n\n\n<li>Wie die zeitliche Verf\u00fcgbarkeit und Aktualit\u00e4t von Daten die Architektur und Leistungsf\u00e4higkeit von KI-Systemen beeinflussen.<\/li>\n\n\n\n<li>Warum Echtzeitzugriff auf f\u00fchrende Quellsysteme (Systems of Record) f\u00fcr agentenbasierte KI (Agentic AI) unverzichtbar ist.<\/li>\n\n\n\n<li>Wie veraltete oder replizierte Daten zu kostspieligen Fehlern bei automatisierten Entscheidungen f\u00fchren k\u00f6nnen.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column sag-sidebar-layout__sidebar is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:35%\">\n<h3 id=\"h-download-your-free-copy\" class=\"wp-block-heading has-large-font-size\">Jetzt Ihr kostenloses Exemplar herunterladen<\/h3>\n\n\n<section\n    class=\"o-ajax-form o-gated-content o-gated-content--file_download o-gated-content--inline\"\n    data-marketo-ajax-form\n data-marketo-form-id=\"1278\"\n    data-marketo-host=\"https:\/\/discover.softwareag.com\"\n    data-marketo-munchkin-id=\"096-VEV-482\"\n            data-gated-content\n data-gated-key=\"resource-gate-9841\"\n        data-gated-days=\"30\"\n        data-gated-success-event=\"marketoForm:success\"\n        data-gated-success-param=\"gate_success\"\n        data-gated-reset-param=\"gate_reset\"\n        data-gated-ajax-form-id=\"1278\"\n    >\n            <div\n            class=\"o-ajax-form__shell o-gated-content__gate\"\n            data-marketo-ajax-shell\n data-gated-content-gate>\n            <div id=\"mktoFormContainer_1278\" class=\"o-ajax-form__form-container\">\n                <form id=\"mktoForm_1278\" class=\"mktoForm\" data-no-translation=\"\" action=\"\"><input type=\"hidden\" name=\"trp-form-language\" value=\"de\"\/><\/form>\n            <\/div>\n            <div class=\"o-ajax-form__status\" data-marketo-ajax-status aria-live=\"polite\"><\/div>\n        <\/div>\n        <template data-marketo-success-template>\n            <p><strong>Danke.<\/strong> Ihr Formular wurde erfolgreich \u00fcbermittelt.<\/p>\n        <\/template>\n        <template data-marketo-error-template>\n            <p>Bitte \u00fcberpr\u00fcfen Sie die markierten Felder und versuchen Sie es erneut.<\/p>\n        <\/template>\n\n                    <div class=\"o-gated-content__payload\" data-gated-content-payload aria-hidden=\"true\">\n                                \n                                    <div class=\"o-gated-content__download\">\n                                                    <a\n                                class=\"wp-block-button__link wp-element-button\"\n                                href=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/WP_CONNX_Enterprise-AI_A4_EN_Final.pdf\"\n                                target=\"_blank\"\n                                rel=\"noopener noreferrer\"\n                                download\n data-no-translation>\n                                <span class=\"material-symbols-outlined\" aria-hidden=\"true\" data-no-translation=\"\">file_save<\/span>\n                                <span>Download file<\/span>\n                            <\/a>\n                                                            <p class=\"o-gated-content__download-title\">\n                                    The Canonical Truth Problem &#8211; Why Enterprise AI Can\u2019t Reach the Data That Actually Runs Your Business\n                                <\/p>\n                                                                        <\/div>\n                            <\/div>\n            \n    <\/section>\n\n\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n    <section\n        class=\"o-related-posts alignwide\"\n        aria-label=\"\"\n        style=\"--related-posts-columns: 3;\"\n    >\n        <div class=\"o-related-posts__inner\">\n            <div class=\"o-related-posts__header\">\n                <h6 class=\"o-related-posts__eyebrow\"><\/h6>\n                                    <h2 class=\"o-related-posts__heading\">Das k\u00f6nnte Sie auch interessieren:<\/h2>\n                                            <\/div>\n\n            <div class=\"o-related-posts__grid\">\n                                                                                                                        <a href=\"https:\/\/www.softwareag.com\/de\/blog\/data-integration\/how-data-integration-helps-you-thrive-in-a-hybrid-world\/\" class=\"m-card-post o-related-posts__card\">\n                            <div class=\"m-card-post__image\">\n                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero-1024x576.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero-1024x576.jpg 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero-300x169.jpg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero-768x432.jpg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero-1536x864.jpg 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-data-integration-hybrid-world-hero.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">Datenintegration<\/span>\n                                                                                                    <span\n                                        class=\"m-card-post__time o-related-posts__time-inline sag-readtime-label\"\n                                    >\n                                        <span\n                                            class=\"material-symbols-outlined o-related-posts__time-icon\"\n                                            aria-hidden=\"true\" data-no-translation=\"\"\n                                        >\n                                            schedule\n                                        <\/span>\n                                        5 MIN lesen\n                                    <\/span>\n                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Wie Datenintegration Ihnen hilft, in einer hybriden Welt erfolgreich zu sein<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Data integration enables seamless data movement and synchronization between on-premises systems and the cloud, supporting a hybrid IT environment for reliable, real-time insights.\n                                <\/p>\n                                  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https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-sharing-mainframe-data-cloud-hero-768x432.jpg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-sharing-mainframe-data-cloud-hero-1536x864.jpg 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/08\/blog-sharing-mainframe-data-cloud-hero.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">Datenintegration<\/span>\n                                                                                                    <span\n                                        class=\"m-card-post__time o-related-posts__time-inline sag-readtime-label\"\n                                    >\n                                        <span\n                                            class=\"material-symbols-outlined o-related-posts__time-icon\"\n                                            aria-hidden=\"true\" data-no-translation=\"\"\n                                        >\n                                            schedule\n                                        <\/span>\n                                        5 MIN lesen\n                                    <\/span>\n                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Mainframe-Daten mit der Cloud teilen?<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Mainframe- und Cloud-Daten integrieren, indem Konnektivit\u00e4t, Latenz, Transformation und Einfachheit adressiert werden, um einen nahtlosen hybriden Datentransfer und eine Echtzeitsynchronisierung zu erm\u00f6glichen.\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/de\/resources\/data-integration\/data-access\/\" class=\"m-card-post o-related-posts__card\">\n                            <div class=\"m-card-post__image\">\n                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-1024x576.jpg\" class=\"attachment-large size-large wp-post-image\" alt=\"eine k\u00fcnstlerische Darstellung von k\u00fcnstlicher Intelligenz KI dieses Bild zeigt, wie sich KI an eine unendliche Anzahl von Anwendungen anpassen k\u00f6nnte, erstellt von Nidia Dias als Teil von Visualising AI PR\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-1024x576.jpg 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-300x169.jpg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-768x432.jpg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-1536x864.jpg 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657-18x10.jpg 18w, https:\/\/www.softwareag.com\/app\/uploads\/2024\/07\/pexels-photo-17485657.jpg 1880w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                            <div\n                                class=\"o-related-posts__top-meta\"\n                                                            >\n                                                                    <span class=\"m-card-post__category\">Ressource<\/span>\n                                                                                                    <span\n                                        class=\"m-card-post__time o-related-posts__time-inline sag-readtime-label\"\n                                    >\n                                        <span\n                                            class=\"material-symbols-outlined o-related-posts__time-icon\"\n                                            aria-hidden=\"true\" data-no-translation=\"\"\n                                        >\n                                            schedule\n                                        <\/span>\n                                        4 Minuten Lesezeit\n                                    <\/span>\n                                                            <\/div>\n                            <h3 class=\"m-card-post__title\">Datenzugriff<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n      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has-link-color has-large-font-size wp-elements-577a40e3abb064e424ba98a06026610e\" id=\"h-want-to-make-your-core-applications-future-ready\">Sie m\u00f6chten Ihre Kernanwendungen zukunftsf\u00e4hig machen?<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-e04203c2fbc13876bd23d5f3081c4d1d wp-block-paragraph translation-block\">Bauen Sie auf Ihrem Bestand auf. Beschleunigen Sie die Entwicklung in einer modernen DevOps-Umgebung. Modernisieren Sie Ihre <span class=\"nowrap\">Adabas &amp; Natural<\/span>-Anwendungen, um Kosten zu senken und Hybrid-Cloud-Strategien zu nutzen.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-dark-bg-primary is-style-dark-bg-primary--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.softwareag.com\/de\/contact\/\">Sprechen Sie mit einem Experten<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-dark-bg-transparent is-style-dark-bg-transparent--2\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/techcommunity.softwareag.com\/t\/adabas-natural-community-edition-for-docker-download\/235228\">Unverbindlich ausprobieren<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Discover how your enterprise can go beyond an AI pilot with the right data. Learn how to bridge the gap between outdated data and real-time systems of record to drive reliable, high-impact outcomes. <\/p>","protected":false},"featured_media":9844,"template":"","product":[48],"resource-industry":[],"resource-topic":[67],"resource-type":[38],"resource-subdirectory":[65],"class_list":["post-9841","resource","type-resource","status-publish","has-post-thumbnail","hentry","product-connx","resource-topic-modernization","resource-type-white-paper","resource-subdirectory-data-integration"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.2 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Why Enterprise AI Fails: The Canonical Truth Problem\u00a0 | Software AG<\/title>\n<meta name=\"description\" content=\"Explore the reasons behind enterprise AI failures and the impact of outdated data on AI effectiveness in business.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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