{"id":763891,"date":"2026-05-19T04:10:45","date_gmt":"2026-05-19T09:10:45","guid":{"rendered":"https:\/\/www.capgemini.com\/us-en\/?p=763891&#038;preview=true&#038;preview_id=763891"},"modified":"2026-05-19T04:10:53","modified_gmt":"2026-05-19T09:10:53","slug":"scaling-ai-in-engineering-organizations","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/scaling-ai-in-engineering-organizations\/","title":{"rendered":"Scaling AI in engineering organizations"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>Scaling AI in engineering organizations<br><sub>Ten questions and answers<\/sub><\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2022\/04\/Andy-Vickers-e1778661762502.jpeg?w=200&amp;quality=10\" alt=\"Andy Vickers\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Dr Andy Vickers<\/h5><h5 class=\"blog-date\">May 18, 2026<\/h5><\/div><\/div><div class=\"brand-image\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering-white.svg\" alt=\"capgemini-engineering\"\/><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group 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\/?p=1219439\" 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-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?p=1219439\" 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<p><em>A snapshot of challenges and solutions to scaling AI, drawn from our report <\/em><a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails\/?utm_source=website&amp;utm_medium=banner&amp;utm_campaign=erd_pulse_2026_launch\">&#8216;Why AI pilots succeed, but AI transformation fails at scale\u2019<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1-why-do-so-many-ai-pilots-fail-to-scale-in-engineering-organizations\">1. Why do so many AI pilots fail to scale in engineering organizations?<\/h2>\n\n\n\n<p>Many AI pilots get stuck because they are built as isolated experiments, rather than integrated systems. Even when there is ambition to make AI projects scalable, companies often hit systemic blockers.<\/p>\n\n\n\n<p>Capgemini Engineering research has identified a number of internal blockers to scale, including:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Fragmented and inaccessible engineering data and models<\/li>\n\n\n\n<li>Integration challenges across siloed and legacy IT and OT systems<\/li>\n\n\n\n<li>Governance, cybersecurity, and regulatory constraints that are not designed for AI<\/li>\n\n\n\n<li>Lack of trust in AI outputs in high-stakes environments<\/li>\n\n\n\n<li>Cultural resistance<\/li>\n\n\n\n<li>Skills gaps in both AI development and AI usage<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2-are-there-particular-challenges-to-ai-deployment-in-engineering\">2. Are there particular challenges to AI deployment in engineering?<\/h2>\n\n\n\n<p>Yes. Engineering organizations rely on multi-format data \u2013 including CAD models, simulations, diagrams, and sensor streams \u2013 that are often distributed across different systems and difficult for AI to integrate.<\/p>\n\n\n\n<p>More importantly, AI outputs influence real-world products. Decisions informed by AI can affect safety, compliance, and reliability. AI systems in engineering must meet far higher standards for accuracy, traceability, and validation than typical enterprise AI applications.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-what-is-capgemini-engineering-s-position-on-scaling-ai-in-engineering-organizations\">3. What is Capgemini Engineering\u2019s position on scaling AI in engineering organizations?<\/h2>\n\n\n\n<p>Capgemini Engineering believes AI must be embedded into data architecture, workflows, governance, and human processes. Only when AI becomes a reliable part of the company\u2019s infrastructure \u2013 like electricity or the internet \u2013 can it deliver the promised transformation across engineering lifecycles. We call this <strong>AI-as-a-utility<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-what-do-you-mean-by-ai-as-a-utility\">4. What do you mean by \u201cAI-as-a-utility\u201d?<\/h2>\n\n\n\n<p>AI-as-a-utility is Capgemini Engineering\u2019s model for embedding AI as a secure, governed, scalable infrastructure capability across the entire engineering organization \u2013 similar to electricity, cloud, or the internet.<\/p>\n\n\n\n<p>Under an AI-as-a-utility model:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Engineers can access domain-approved models<\/li>\n\n\n\n<li>Data is structured and interoperable<\/li>\n\n\n\n<li>Governance is built in<\/li>\n\n\n\n<li>Validation is automated<\/li>\n\n\n\n<li>AI systems integrate with legacy infrastructure<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-5-if-organizations-successfully-set-themselves-up-for-ai-at-scale-how-might-ai-transform-engineering\">5. If organizations successfully set themselves up for AI at scale, how might AI transform engineering?<\/h2>\n\n\n\n<p>AI \u2013 particularly Generative and Agentic AI \u2013 promise to deliver transformation across the engineering lifecycle. Examples in engineering include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Generating component designs and simulations<\/li>\n\n\n\n<li>Automating lifecycle and sustainability assessments<\/li>\n\n\n\n<li>Drafting compliance documentation<\/li>\n\n\n\n<li>Supporting predictive maintenance<\/li>\n\n\n\n<li>Accelerating R&amp;D concept exploration<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-why-not-keep-deploying-more-point-ai-solutions\">6. Why not keep deploying more point AI solutions?<\/h2>\n\n\n\n<p>The incremental gains of problem-by-problem AI use cases will plateau, whilst organizations with the right AI infrastructure will race ahead.<\/p>\n\n\n\n<p>Without the right AI infrastructure, coordination between models will rely on brittle workarounds that compromise reliability and trust. AI agents will hit integration limits. When knowledge cannot flow between domains, AI systems designed for one product line will need to be completely reengineered for another.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-7-how-can-companies-scale-ai-in-engineering-and-r-amp-d\">7. How can companies scale AI in engineering and R&amp;D?<\/h2>\n\n\n\n<p>Companies set themselves up to scale AI by transforming end-to-end processes. Capgemini Engineering\u2019s recommended approach involves:<\/p>\n\n\n\n<ol style=\"list-style-type:lower-alpha\" class=\"wp-block-list\">\n<li><strong>Making Data and AI Accessible <\/strong>by standardizing engineering data structures, building shared model libraries, and establishing clear governance frameworks.<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Transforming Processes with AI. <\/strong>To force an integrated, scalable approach, focus on full processes \u2013 e.g. production lines or supply chains \u2013 not points along them.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Creating Human\u2013AI Chemistry. <\/strong>Redesign workflows for hybrid teams, provide high quality AI tools with checks baked in, and encourage curiosity and experimentation within safe environments.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-8-can-generative-ai-be-trusted-in-safety-critical-engineering-environments\">8. Can generative AI be trusted in safety-critical engineering environments?<\/h2>\n\n\n\n<p>Fully trusting AI for safety-critical applications may be a way off. But it can play a valuable role in advancing engineering applications \u2013 like those mentioned in question 5 \u2013 as long as validation, traceability, and governance are built into the workflow.<\/p>\n\n\n\n<p>Capgemini Engineering rejects the \u201chuman-in-the-loop solves everything\u201d narrative. AI fails differently than humans. Trustworthy AI in engineering requires both human checks and embedded validation models, where outputs are checked against real-world constraints and regulations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-9-so-ai-needs-both-humans-and-machines-to-check-its-results\">9. So, AI needs both humans and machines to check its results?<\/h2>\n\n\n\n<p>Yes, AI should use a variety of models to provide checks. Generative model outputs can be made more reliable by combining them with simulations, knowledge graphs, and mathematical or physics-based models. For example, a generative model proposing a component design can be automatically verified against a physics-based simulation, before being passed to a human expert, with attention drawn to areas that require judgment.<\/p>\n\n\n\n<p>This is what we call <a href=\"https:\/\/www.capgemini.com\/solutions\/elevate-gen-ai-with-augumented-engineering\/\">Hybrid AI<\/a>. Hybrid AI makes generative AI safe for engineering use.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-10-what-should-engineering-leaders-do-now\">10. What should engineering leaders do now?<\/h2>\n\n\n\n<p>To make AI scalable, Capgemini Engineering recommends that leaders:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Stop treating AI as a side initiative<\/li>\n\n\n\n<li>Invest in data foundations and governance<\/li>\n\n\n\n<li>Select a strategic end-to-end process transformation to focus AI transformation strategies<\/li>\n\n\n\n<li>Engineer in AI safety and validation from the start through a Hybrid AI methodology<\/li>\n\n\n\n<li>Redesign workflows for human\u2013AI collaboration<\/li>\n<\/ol>\n\n\n\n<p>AI is at the inflection point that cloud computing once was. The organizations that embed it as infrastructure will redefine engineering performance.<\/p>\n\n\n\n<p>Read the full report to explore how engineering organizations can move beyond pilots and unlock AI value at scale: <a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails\/?utm_source=website&amp;utm_medium=banner&amp;utm_campaign=erd_pulse_2026_launch\">Why AI pilots succeed, but AI transformation fails at scale<\/a>.<\/p>\n\n\n\n<p><a id=\"_msocom_1\"><\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\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\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader ebac75df-5b27-4842-a63a-c584a467ca65\">\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper smallDevice\">\n\t\t\t\t\t\t<div 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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: 48% 44%; 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=\"Intelligent industry\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tIntelligent industry\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=\"We have entered the next era of digital transformation.\u00a0\"\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\tWe have entered the next era of digital transformation.\u00a0\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=\"Learn more about Intelligent industry\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"-1\" href=\"https:\/\/www.capgemini.com\/services\/intelligent-industry\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tLearn 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\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.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\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.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\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.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\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.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\/2025\/03\/Intelligent-industry-hero-banner-2880x1800-1.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=\"RAISE for Software Product X\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tRAISE for Software Product X\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=\"Next-Generation of autonomous software development\"\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\tNext-Generation of autonomous software development\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 RAISE for Software Product X\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"-1\" href=\"https:\/\/www.capgemini.com\/solutions\/raise-for-software-product-x\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\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\/2025\/11\/Software-Product-X.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/11\/Software-Product-X.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\/2025\/11\/Software-Product-X.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/11\/Software-Product-X.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\/2025\/11\/Software-Product-X.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/11\/Software-Product-X.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\/2025\/11\/Software-Product-X.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/11\/Software-Product-X.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\/2025\/11\/Software-Product-X.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=\"Intelligent products and services\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tIntelligent products and services\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=\"New value creation is emerging from smart products and service innovation across every industry.\"\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\tNew value creation is emerging from smart products and service innovation across every industry.\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 Intelligent products and services\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t tabindex=\"-1\" href=\"https:\/\/www.capgemini.com\/services\/intelligent-industry\/intelligent-products-services\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\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\/2026\/05\/Capture-decran.webp?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/05\/Capture-decran.webp?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\/2026\/05\/Capture-decran.webp?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/05\/Capture-decran.webp?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\/2026\/05\/Capture-decran.webp?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/05\/Capture-decran.webp?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\/2026\/05\/Capture-decran.webp?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/05\/Capture-decran.webp?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\/2026\/05\/Capture-decran.webp\"\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: 60% 52%; 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\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper largeDevice\">\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\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t\n\n\n<section class=\" section section--expert-slider wrapper-people-slider wp-block-cg-blocks-wrapper-people-slider\"><div class=\"container\"><div class=\"row\"><div class=\"content-title col-12 col-md-8\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Meet our expert<\/h2><\/div><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2022\/04\/Andy-Vickers-e1778661762502.jpeg\" alt=\"Andy Vickers\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/ajvickers\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Dr Andy Vickers<\/h3>\n\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<span>Global Head of Augmented Engineering<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/ajvickers\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\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<div class=\"people-info\">Dr Andrew Vickers has 30 years of experience in leading edge international engineering.  Building on a solid technical grounding in systems and software engineering in safety-critical environments, he has held a broad range of leadership roles at small team, country, and international scope across a broad range of functions. He is currently the Chief Technical Officer with responsibility for the application of Artificial Intelligence as applied to Engineering Research and Development.  He holds Masters and Doctoral degrees from the University of York, is a Chartered and European Engineer, and a Fellow of both the British Computer Society and the Institute of Engineering and Technology.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>A snapshot of challenges and solutions to scaling AI, drawn from our report \u2018Why AI pilots succeed, but AI transformation fails at scale\u2019<\/p>\n","protected":false},"author":87,"featured_media":763892,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"_yoast_wpseo_primary_brand":"135","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":""},"categories":[1],"tags":[],"brand":[135],"service":[],"industry":[],"partners":[],"blog-topic":[404],"content-group":[],"class_list":["post-763891","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","brand-capgemini-engineering","blog-topic-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Scaling AI in engineering organizations - Capgemini USA<\/title>\n<meta name=\"description\" content=\"Discover why engineering AI pilots fail at scale and how Capgemini\u2019s AI-as-a-utility approach and Hybrid AI enable trusted AI adoption.\" \/>\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.capgemini.com\/us-en\/insights\/expert-perspectives\/scaling-ai-in-engineering-organizations\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Scaling AI in engineering organizations\" \/>\n<meta property=\"og:description\" content=\"Discover why engineering AI pilots fail at scale and how Capgemini\u2019s AI-as-a-utility approach and Hybrid AI enable trusted AI adoption.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/scaling-ai-in-engineering-organizations\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini USA\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-19T09:10:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-19T09:10:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/Scaling-AI-in-engineering-organizations.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2880\" \/>\n\t<meta property=\"og:image:height\" content=\"1880\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dr Andy Vickers\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"sharmisthanaskar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. 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