{"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":"2026-07-30T12:19:28","modified_gmt":"2026-07-30T16:19:28","slug":"why-enterprise-ai-fails-the-canonical-truth-problem","status":"publish","type":"resource","link":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","title":{"rendered":"Por que a IA Empresarial Falha: o Problema da Verdade Can\u00f4nica\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 class=\"wp-block-heading\" id=\"h-summary-nbsp\">Summary&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Enterprise AI struggles to scale not because of model limitations, but because it relies on&nbsp;incomplete or outdated data. This paper explains the gap between the data AI typically uses and the&nbsp;real-time, authoritative data in systems of record\u2014and why that gap leads to failure in high-stakes use cases. Solving it requires rethinking how AI accesses, governs, and acts on enterprise data.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-you-ll-learn-nbsp\">What You\u2019ll Learn&nbsp;<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What it takes to make enterprise data truly \u201cAI-ready,\u201d including governance and audit requirements<\/li>\n\n\n\n<li>Which type of data can safely drive critical business decisions<\/li>\n\n\n\n<li>Why most AI systems fail in production, even after successful pilots<\/li>\n\n\n\n<li>How data timelines shape AI architecture and outcomes<\/li>\n\n\n\n<li>Why real-time access to systems of record is essential for agentic AI<\/li>\n\n\n\n<li>How stale or replicated data leads to costly errors in automated decisions<\/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 class=\"wp-block-heading has-large-font-size\" id=\"h-download-your-free-copy\">Download your free copy<\/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=\"br\"\/><\/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>Obrigado.<\/strong> Seu formul\u00e1rio foi enviado com sucesso.<\/p>\n        <\/template>\n        <template data-marketo-error-template>\n            <p>Por favor, revise os campos destacados e tente novamente.<\/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<\/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\">Voc\u00ea tamb\u00e9m pode se interessar:<\/h2>\n                                            <\/div>\n\n            <div class=\"o-related-posts__grid\">\n                                                                                                                        <a href=\"https:\/\/www.softwareag.com\/br\/blog\/data-integration\/analytics-real-time-mainframe-data\/\" 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\/2026\/06\/connection-chain-02-1024x576.png\" class=\"attachment-large size-large wp-post-image\" alt=\"connection chain\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02-1024x576.png 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02-300x169.png 300w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02-768x432.png 768w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02-1536x864.png 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02-18x10.png 18w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/connection-chain-02.png 1672w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                                                            <div class=\"o-related-posts__top-meta\">\n                                                                            <span class=\"m-card-post__category\">Blog<\/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                                            6 MIN leitura\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">The missing link in your analytics: Real-time mainframe data\u00a0<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Despite investing heavily in analytics platforms like Power BI, many organizations still find themselves struggling to make timely and effective decisions. Often, the culprit is a lack of access to real-time mainframe data. Learn how to bridge this gap, empower analytics teams, and set the stage for future innovation.\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/br\/blog\/data-integration\/rethinking-modernization-mainframe-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=\"388\" src=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-1024x388.jpeg\" class=\"attachment-large size-large wp-post-image\" alt=\"Engenheiro de computa\u00e7\u00e3o trabalhando em um notebook com sala de servidores.\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-1024x388.jpeg 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-300x114.jpeg 300w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-768x291.jpeg 768w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-1536x583.jpeg 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-2048x777.jpeg 2048w, https:\/\/www.softwareag.com\/app\/uploads\/2025\/10\/AdobeStock_521661218-18x7.jpeg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                                                            <div class=\"o-related-posts__top-meta\">\n                                                                            <span class=\"m-card-post__category\">Blog<\/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 MIN LEITURA\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">Um novo caminho para a Moderniza\u00e7\u00e3o: empoderando times com acesso a Dados do Mainframe\u00a0<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Um caminho claro para acesso n\u00e3o invasivo a dados do mainframe e uma vis\u00e3o \u00fanica dos sistemas. Assim os times podem atuar de forma r\u00e1pida com dados confi\u00e1veis para analytics, IA e nuvem h\u00edbrida. [...]\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/br\/blog\/mainframe-optimization\/ibm-z17\/\" 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\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-1024x576.png\" class=\"attachment-large size-large wp-post-image\" alt=\"IBM Z17\" srcset=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-1024x576.png 1024w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-300x169.png 300w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-768x432.png 768w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-1536x864.png 1536w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG-18x10.png 18w, https:\/\/www.softwareag.com\/app\/uploads\/2026\/07\/Featured-Image-IBM-Z17-Launch-Gray-BG.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\n                                                            <\/div>\n                                                            <div class=\"o-related-posts__top-meta\">\n                                                                            <span class=\"m-card-post__category\">Blog<\/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                                            6 MIN leitura\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">IBM z17\u2122: avan\u00e7ando com a inova\u00e7\u00e3o impulsionada por IA, a resili\u00eancia e o crescimento<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    A plataforma IBM z17 impulsiona a inova\u00e7\u00e3o ao integrar IA, automa\u00e7\u00e3o avan\u00e7ada e seguran\u00e7a de n\u00edvel empresarial para oferecer suporte a opera\u00e7\u00f5es confi\u00e1veis e de miss\u00e3o cr\u00edtica nas organiza\u00e7\u00f5es.\n                                <\/p>\n                                                    <\/a>\n                                                <\/div>\n        <\/div>\n    <\/section>\n\n\n\n<div class=\"wp-block-group alignfull is-style-left-aligned pre-footer-cta has-purple-background-color has-background has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--l);padding-top:var(--wp--preset--spacing--xxl);padding-bottom:var(--wp--preset--spacing--xxl)\">\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading alignfull has-text-align-left has-grande-font-size has-white-color has-text-color has-link-color has-large-font-size wp-elements-dc2c58b91d1212f4ad0b3df438318f60\" id=\"h-want-to-make-your-core-applications-future-ready\">Voc\u00ea est\u00e1 pronto para unir dados do mainframe e da nuvem?<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-e04203c2fbc13876bd23d5f3081c4d1d wp-block-paragraph translation-block\">Construa sob o seu legado. Acelere o desenvolvimento em um ambiente DevOps moderno. Modernize suas aplica\u00e7\u00f5es Adabas &amp; Natural para reduzir custos e adotar a nuvem h\u00edbrida.<\/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\/br\/contact\/\">Fale com um especialista<\/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\">Teste gratuito<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Descubra como sua organiza\u00e7\u00e3o pode ir al\u00e9m de projetos-piloto de IA com o uso dos dados certos. Saiba como eliminar a lacuna entre dados desatualizados e os sistemas de registro em tempo real, garantindo resultados mais confi\u00e1veis, consistentes e de alto impacto. <\/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, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enterprise AI Failures: Understanding the Gap | Software AG\" \/>\n<meta property=\"og:description\" content=\"Understand the reasons behind enterprise AI failures and how outdated data impacts real-time decisions in your organization.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/\" \/>\n<meta property=\"og:site_name\" content=\"Software AG\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/SoftwareAG\" \/>\n<meta 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