{"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\/ja\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","title":{"rendered":"\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u304c\u5931\u6557\u3059\u308b\u7406\u7531 \uff1a\u552f\u4e00\u306e\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\uff08Canonical Truth\uff09\u554f\u984c\u3068\u306f\u4f55\u304b\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\">\u307e\u3068\u3081&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u304c\u30b9\u30b1\u30fc\u30eb\u3057\u306a\u3044\u539f\u56e0\u306f\u3001AI\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u9650\u754c\u3067\u306f\u306a\u304f\u3001\u4e0d\u5b8c\u5168\u307e\u305f\u306f\u53e4\u3044\u30c7\u30fc\u30bf\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002\u672c\u7a3f\u3067\u306f\u3001AI\u304c\u4e00\u822c\u7684\u306b\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u3068\u3001\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\uff08Systems of Record\uff09\u306b\u5b58\u5728\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u6b63\u898f\u30c7\u30fc\u30bf\u3068\u306e\u9593\u306b\u3042\u308b\u30ae\u30e3\u30c3\u30d7\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u3053\u306e\u30ae\u30e3\u30c3\u30d7\u304c\u3001\u7279\u306b\u9ad8\u3044\u7cbe\u5ea6\u3084\u4fe1\u983c\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u696d\u52d9\u306b\u304a\u3044\u3066\u3001AI\u306e\u5931\u6557\u306b\u3064\u306a\u304c\u308b\u7406\u7531\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u306f\u3001AI\u304c\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u306b\u3069\u306e\u3088\u3046\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u9069\u7528\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u30a2\u30af\u30b7\u30e7\u30f3\u3078\u7d50\u3073\u4ed8\u3051\u308b\u304b\u3092\u6839\u672c\u304b\u3089\u898b\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-what-you-ll-learn-nbsp\">\u3053\u306e\u8cc7\u6599\u3067\u308f\u304b\u308b\u3053\u3068&nbsp;<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ac\u30d0\u30ca\u30f3\u30b9\u3084\u76e3\u67fb\u8981\u4ef6\u3092\u542b\u3081\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u3092\u771f\u306bAI\u5bfe\u5fdc\u306b\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u3053\u3068<\/li>\n\n\n\n<li>\u91cd\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u5b89\u5168\u304b\u3064\u78ba\u5b9f\u306b\u652f\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3068\u306f\u4f55\u304b<\/li>\n\n\n\n<li>\u591a\u304f\u306eAI\u30b7\u30b9\u30c6\u30e0\u304c\u3001\u5b9f\u8a3c\u5b9f\u9a13\uff08PoC\uff09\u3067\u306f\u6210\u529f\u3057\u3066\u3082\u672c\u756a\u74b0\u5883\u3067\u5931\u6557\u3059\u308b\u7406\u7531<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u9bae\u5ea6\u3068\u66f4\u65b0\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u3001AI\u306e\u8a2d\u8a08\u3068\u6210\u679c\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/li>\n\n\n\n<li>\u306a\u305c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578bAI\u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u30fb\u30aa\u30d6\u30fb\u30ec\u30b3\u30fc\u30c9\u3078\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30af\u30bb\u30b9\u304c\u4e0d\u53ef\u6b20\u306a\u306e\u304b<\/li>\n\n\n\n<li>\u53e4\u3044\u30c7\u30fc\u30bf\u3084\u8907\u88fd\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u9ad8\u30b3\u30b9\u30c8\u306a\u30df\u30b9\u3092\u62db\u304f\u7406\u7531<\/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\">\u7121\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u3053\u3061\u3089<\/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=\"ja\"\/><\/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>\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<\/strong> \u30d5\u30a9\u30fc\u30e0\u304c\u6b63\u5e38\u306b\u9001\u4fe1\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n        <\/template>\n        <template data-marketo-error-template>\n            <p>\u5f37\u8abf\u8868\u793a\u3055\u308c\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u78ba\u8a8d\u3057\u3066\u3001\u3082\u3046\u4e00\u5ea6\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002<\/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\">\u3053\u3061\u3089\u3082\u3054\u89a7\u304f\u3060\u3055\u3044<\/h2>\n                                            <\/div>\n\n            <div class=\"o-related-posts__grid\">\n                                                                                                                        <a href=\"https:\/\/www.softwareag.com\/ja\/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\">\u30d6\u30ed\u30b0<\/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\u5206\u3067\u8aad\u3081\u307e\u3059\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">\u5206\u6790\u306e\u6b20\u3051\u3066\u3044\u305f\u90e8\u5206\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e1\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u30c7\u30fc\u30bf\u00a0<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    Power BI \u306e\u3088\u3046\u306a\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u591a\u984d\u306e\u6295\u8cc7\u3092\u884c\u3063\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u591a\u304f\u306e\u7d44\u7e54\u3067\u306f\u3001\u4f9d\u7136\u3068\u3057\u3066\u30bf\u30a4\u30e0\u30ea\u30fc\u304b\u3064\u52b9\u679c\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u306b\u82e6\u6226\u3057\u3066\u3044\u307e\u3059\u3002\u539f\u56e0\u3068\u3057\u3066\u591a\u3044\u306e\u304c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e1\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u30fb\u30c7\u30fc\u30bf\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u3069\u306e\u3088\u3046\u306b\u57cb\u3081\u3001\u5206\u6790\u30c1\u30fc\u30e0\u3092\u5f37\u5316\u3057\u3001\u5c06\u6765\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u57fa\u76e4\u3092\u7bc9\u3051\u308b\u306e\u304b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/ja\/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=\"\u30e9\u30c3\u30d7\u30c8\u30c3\u30d7\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3067\u30b5\u30fc\u30d0\u30fc\u5ba4\u3067\u4f5c\u696d\u3057\u3066\u3044\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30a8\u30f3\u30b8\u30cb\u30a2\u3002\" 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\">\u30d6\u30ed\u30b0<\/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\u5206\u3067\u8aad\u3081\u307e\u3059\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">\u8fd1\u4ee3\u5316\u3078\u306e\u65b0\u305f\u306a\u9053\uff1a\u30e1\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u3078\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3092\u901a\u3058\u3066\u30c1\u30fc\u30e0\u306e\u80fd\u529b\u3092\u5f37\u5316\u3059\u308b\u00a0<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    \u30e1\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u30c7\u30fc\u30bf\u3078\u306e\u975e\u4fb5\u8972\u7684\u306a\u30a2\u30af\u30bb\u30b9\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u6a2a\u65ad\u3057\u305f\u4e00\u5143\u7684\u306a\u30d3\u30e5\u30fc\u3092\u5b9f\u73fe\u3059\u308b\u660e\u78ba\u306a\u9053\u7b4b\u2015\u2015\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30fc\u30e0\u306f\u5206\u6790\u3001AI\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u5411\u3051\u306b\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3001\u3088\u308a\u8fc5\u901f\u306b\u884c\u52d5\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.\n                                <\/p>\n                                                    <\/a>\n                                                                                                                                            <a href=\"https:\/\/www.softwareag.com\/ja\/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\">\u30d6\u30ed\u30b0<\/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\u5206\u3067\u8aad\u3081\u307e\u3059\n                                        <\/span>\n                                                                    <\/div>\n                                                        <h3 class=\"m-card-post__title\">IBM z17\u2122: Advancing AI-powered innovation, resilience and growth<\/h3>\n                                                            <p class=\"m-card-post__excerpt\">\n                                    The IBM z17 platform drives innovation by integrating AI, advanced automation, and enterprise-grade security to power reliable, mission-critical operations for organizations.\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\">\u30b3\u30a2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u9577\u671f\u7a3c\u50cd\u3055\u305b\u305f\u3044\u3068\u304a\u8003\u3048\u3067\u3059\u304b\uff1f<\/h2>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-e04203c2fbc13876bd23d5f3081c4d1d wp-block-paragraph translation-block\">\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u4e0a\u3067\u69cb\u7bc9\u3057\u3001\u6700\u65b0\u306eDevOps\u74b0\u5883\u3067\u958b\u767a\u3092\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3057\u307e\u305b\u3093\u304b\uff1fAdabas &amp; Natural\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30e2\u30c0\u30ca\u30a4\u30ba\u3057\u3066\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u3092\u63a1\u7528\u3057\u307e\u3057\u3087\u3046\u3002<\/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\/ja\/contact\/\">\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/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\">\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb<\/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, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.softwareag.com\/ja\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\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\/ja\/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 property=\"article:modified_time\" content=\"2026-07-30T16:19:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Enterprise AI Failures: Data and Governance Issues | Software AG\" \/>\n<meta name=\"twitter:description\" content=\"Explore the reasons behind enterprise AI failures and how outdated data impacts high-stakes use cases in business.\" \/>\n<meta name=\"twitter:site\" content=\"@softwareag\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/\",\"url\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/\",\"name\":\"Why Enterprise AI Fails: The Canonical Truth Problem\u00a0 | Software AG\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.softwareag.com\\\/app\\\/uploads\\\/2026\\\/06\\\/AdobeStock_482832614-1-scaled.jpeg\",\"datePublished\":\"2026-06-12T16:20:09+00:00\",\"dateModified\":\"2026-07-30T16:19:28+00:00\",\"description\":\"Explore the reasons behind enterprise AI failures and the impact of outdated data on AI effectiveness in business.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.softwareag.com\\\/app\\\/uploads\\\/2026\\\/06\\\/AdobeStock_482832614-1-scaled.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.softwareag.com\\\/app\\\/uploads\\\/2026\\\/06\\\/AdobeStock_482832614-1-scaled.jpeg\",\"width\":2560,\"height\":1440,\"caption\":\"Financial data document graph chart report statistic marketing research development planning management strategy analysis accounting. Financial business technology hologram concept. 3d rendering.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/br\\\/resources\\\/data-integration\\\/why-enterprise-ai-fails-the-canonical-truth-problem\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Resources\",\"item\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/resources\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Why Enterprise AI Fails: The Canonical Truth Problem\u00a0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/\",\"name\":\"Software AG\",\"description\":\"Software AG&#039;s digital transformation solutions &amp; services\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#organization\"},\"alternateName\":\"SAG\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#organization\",\"name\":\"Software AG\",\"alternateName\":\"SAG\",\"url\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.softwareag.com\\\/app\\\/uploads\\\/2025\\\/09\\\/software-gmbh-dark-logo-bg_Small.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.softwareag.com\\\/app\\\/uploads\\\/2025\\\/09\\\/software-gmbh-dark-logo-bg_Small.jpeg\",\"width\":800,\"height\":450,\"caption\":\"Software AG\"},\"image\":{\"@id\":\"https:\\\/\\\/www.softwareag.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/SoftwareAG\",\"https:\\\/\\\/x.com\\\/softwareag\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/software-ag\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/SOFTWAREAG\"],\"description\":\"Software AG is a global enterprise software company dedicated to facilitating digital transformation for large-scale organizations. They specialize in modernizing legacy infrastructure, optimizing mainframe operations, and enabling seamless data integration across hybrid environments.\",\"numberOfEmployees\":{\"@type\":\"QuantitativeValue\",\"minValue\":\"501\",\"maxValue\":\"1000\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Why Enterprise AI Fails: The Canonical Truth Problem\u00a0 | Software AG","description":"Explore the reasons behind enterprise AI failures and the impact of outdated data on AI effectiveness in business.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.softwareag.com\/ja\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","og_locale":"ja_JP","og_type":"article","og_title":"Enterprise AI Failures: Understanding the Gap | Software AG","og_description":"Understand the reasons behind enterprise AI failures and how outdated data impacts real-time decisions in your organization.","og_url":"https:\/\/www.softwareag.com\/ja\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","og_site_name":"Software AG","article_publisher":"https:\/\/www.facebook.com\/SoftwareAG","article_modified_time":"2026-07-30T16:19:28+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_title":"Enterprise AI Failures: Data and Governance Issues | Software AG","twitter_description":"Explore the reasons behind enterprise AI failures and how outdated data impacts high-stakes use cases in business.","twitter_site":"@softwareag","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","url":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/","name":"Why Enterprise AI Fails: The Canonical Truth Problem\u00a0 | Software AG","isPartOf":{"@id":"https:\/\/www.softwareag.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/#primaryimage"},"image":{"@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/#primaryimage"},"thumbnailUrl":"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg","datePublished":"2026-06-12T16:20:09+00:00","dateModified":"2026-07-30T16:19:28+00:00","description":"Explore the reasons behind enterprise AI failures and the impact of outdated data on AI effectiveness in business.","breadcrumb":{"@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/#primaryimage","url":"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg","contentUrl":"https:\/\/www.softwareag.com\/app\/uploads\/2026\/06\/AdobeStock_482832614-1-scaled.jpeg","width":2560,"height":1440,"caption":"Financial data document graph chart report statistic marketing research development planning management strategy analysis accounting. Financial business technology hologram concept. 3d rendering."},{"@type":"BreadcrumbList","@id":"https:\/\/www.softwareag.com\/br\/resources\/data-integration\/why-enterprise-ai-fails-the-canonical-truth-problem\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.softwareag.com\/en\/"},{"@type":"ListItem","position":2,"name":"Resources","item":"https:\/\/www.softwareag.com\/en\/resources\/"},{"@type":"ListItem","position":3,"name":"Why Enterprise AI Fails: The Canonical Truth Problem\u00a0"}]},{"@type":"WebSite","@id":"https:\/\/www.softwareag.com\/en\/#website","url":"https:\/\/www.softwareag.com\/en\/","name":"Software AG","description":"Software AG\u306e\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff06\u30b5\u30fc\u30d3\u30b9","publisher":{"@id":"https:\/\/www.softwareag.com\/en\/#organization"},"alternateName":"SAG","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.softwareag.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/www.softwareag.com\/en\/#organization","name":"Software AG","alternateName":"SAG","url":"https:\/\/www.softwareag.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.softwareag.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/software-gmbh-dark-logo-bg_Small.jpeg","contentUrl":"https:\/\/www.softwareag.com\/app\/uploads\/2025\/09\/software-gmbh-dark-logo-bg_Small.jpeg","width":800,"height":450,"caption":"Software AG"},"image":{"@id":"https:\/\/www.softwareag.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/SoftwareAG","https:\/\/x.com\/softwareag","https:\/\/www.linkedin.com\/company\/software-ag","https:\/\/www.youtube.com\/user\/SOFTWAREAG"],"description":"Software AG\u306f\u3001\u5927\u898f\u6a21\u7d44\u7e54\u306e\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u652f\u63f4\u3059\u308b\u3053\u3068\u306b\u6ce8\u529b\u3059\u308b\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u4f01\u696d\u3067\u3059\u3002\u540c\u793e\u306f\u3001\u30ec\u30ac\u30b7\u30fc\u30a4\u30f3\u30d5\u30e9\u306e\u8fd1\u4ee3\u5316\u3001\u30e1\u30a4\u30f3\u30d5\u30ec\u30fc\u30e0\u904b\u7528\u306e\u6700\u9069\u5316\u3001\u304a\u3088\u3073\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u74b0\u5883\u5168\u4f53\u3067\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u5b9f\u73fe\u3092\u5c02\u9580\u3068\u3057\u3066\u3044\u307e\u3059\u3002","numberOfEmployees":{"@type":"QuantitativeValue","minValue":"501","maxValue":"1000"}}]}},"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource\/9841","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource"}],"about":[{"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/types\/resource"}],"version-history":[{"count":7,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource\/9841\/revisions"}],"predecessor-version":[{"id":10705,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource\/9841\/revisions\/10705"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/media\/9844"}],"wp:attachment":[{"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/media?parent=9841"}],"wp:term":[{"taxonomy":"product","embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/product?post=9841"},{"taxonomy":"resource-industry","embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource-industry?post=9841"},{"taxonomy":"resource-topic","embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource-topic?post=9841"},{"taxonomy":"resource-type","embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource-type?post=9841"},{"taxonomy":"resource-subdirectory","embeddable":true,"href":"https:\/\/www.softwareag.com\/ja\/wp-json\/wp\/v2\/resource-subdirectory?post=9841"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}