{"id":537339,"date":"2026-04-15T15:26:10","date_gmt":"2026-04-15T15:26:10","guid":{"rendered":"https:\/\/www.capgemini.com\/pt-en\/?post_type=research-and-insight&#038;p=537339"},"modified":"2026-04-15T15:26:12","modified_gmt":"2026-04-15T15:26:12","slug":"why-ai-pilots-succeed-but-engineering-transformation-fails-2","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/pt-en\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails-2\/","title":{"rendered":"Why AI pilots succeed, but engineering transformation fails"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:21% 56.99999999999999%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Engineering<\/span><\/div><\/div><div class=\"brandInfo\"><div class=\"brandLogo\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering-white.svg\" alt=\"capgemini-engineering\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering.svg\" alt=\"capgemini-engineering\" class=\"light\"\/><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Why AI pilots succeed, but engineering transformation fails<\/h1><\/div><h2 class=\"reasearchInsightTitle\">AI as a utility: Re-engineering engineering for the AI age<\/h2><div class=\"inner-row-insight download-btn\"><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div class=\"col-12 col-md-2\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561&amp;text=What%20matters%20to%20todays%20consumer%202024\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561&amp;text=What%20matters%20to%20todays%20consumer%202024\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-ai-has-reached-a-pivotal-moment-in-engineering-and-r-amp-d-while-leaders-expect-it-to-be-transformative-within-the-next-three-years-most-organizations-remain-stuck-in-pilots-that-fail-to-scale-or-deliver-sustained-value\">AI has reached a pivotal moment in engineering and R&amp;D. While leaders expect it to be transformative within the next three years, most organizations remain stuck in pilots that fail to scale or deliver sustained value.<\/h3>\n\n\n\n<p>According to Capgemini Research Institute report \u2013&nbsp;<a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/engineering-research-development-pulse-2026\/\">Engineering &amp; R&amp;D Pulse 2026<\/a>, the challenge is not AI capability, but how AI is conceptualized, governed, and embedded across engineering organizations.<\/p>\n\n\n\n<p>Today, AI is still treated much like traditional software; applied to isolated problems, implemented in silos, and disconnected from core engineering processes, data foundations, and governance. This fragmented approach limits impact, increases complexity, and undermines trust and scalability. As a result, only a small proportion of AI initiatives translate into sustained, enterprise\u2011level value.<\/p>\n\n\n\n<p>Our recent point of view argues for a fundamentally different approach: AI must be treated as a utility, designed to be secure, reliable, and accessible by default.<\/p>\n\n\n\n<p>When embedded across engineering systems, processes, and culture, AI can augment, not replace, engineering teams, enabling intelligence to be applied precisely where it delivers the greatest impact. This vision is brought to life through <a href=\"https:\/\/www.capgemini.com\/solutions\/elevate-gen-ai-with-augumented-engineering\/\">Augmented Engineering<\/a>, which brings together human engineering expertise and AI in a hybrid model designed for the rigor and complexity of engineering environments. Augmented Engineering is underpinned by our <a href=\"https:\/\/www.capgemini.com\/solutions\/resonance-ai-framework\/\">Resonance AI Framework<\/a>, providing the essential foundations for AI capabilities, organizational readiness, and effective human\u2013AI collaboration at scale.<\/p>\n\n\n\n<p>Read the full point of view and explore how engineering organizations can move beyond pilots to achieve AI value at scale.<\/p>\n\n\n\n<div style=\"height:42px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<a class=\"turtl-embed\" target=\"_blank\" style=\"width: 850px; max-width: 100%;\" data-turtl-doc-type=\"turtl-doc\" data-turtl-embed-type=\"animation\" data-turtl-link-text=\"Click to read\" data-turtl-width=\"340\" data-turtl-display-mode=\"lightbox\" data-turtl-animation-mode=\"hover\" data-turtl-color=\"#173d41\" data-turtl-story-id=\"699dbb5344c222fa839ceb9a\"  href=https:\/\/capgemini.turtl.co\/story\/why-ai-pilots-succeed-but-ai-transformation-fails-at-scal\/page\/1?teaser=yes title=\"Why AI pilots succeed, but AI-transformation fails at scale\">Click to read Why AI pilots succeed, but AI-transformation fails at scale<\/a>\n\n<!-- Please call embed.js only once per page -->\n\n<script async type=\"text\/javascript\" data-turtl-script=\"embed\" data-turtl-assets-hostname=https:\/\/assets.turtl.co src=https:\/\/app-static.turtl.co\/embed\/turtl.embed.v2.js><\/script>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n\n\n\t\t<section\n\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"heading col-12 col-md-8\">\n\t\t\t\t\t\t\t\t<h2>Related insights<\/h2>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 16731fcc-2480-4679-b957-6136df6a79fd\">\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper smallDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider prev\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next \"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider next\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Elevate your possible with Augmented Engineering\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tElevate your possible with Augmented Engineering\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Engineering. Take it to the next level.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tEngineering. Take it to the next level.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"Read more about Elevate your possible with Augmented Engineering\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\" tabindex=\"0\" href=\"https:\/\/www.capgemini.com\/solutions\/elevate-gen-ai-with-augumented-engineering\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tRead more\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tobject-position: 50% 50%; object-fit: cover;\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Resonance AI Framework by Capgemini\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tResonance AI Framework by Capgemini\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"The Resonance AI Framework by Capgemini provides a sequential approach to the conceptualization, structuring, and implementation of successful A\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tThe Resonance AI Framework by Capgemini provides a sequential approach to the conceptualization, structuring, and implementation of successful A\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div 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