{"id":763900,"date":"2026-05-20T01:27:15","date_gmt":"2026-05-20T06:27:15","guid":{"rendered":"https:\/\/www.capgemini.com\/us-en\/?p=763900&#038;preview=true&#038;preview_id=763900"},"modified":"2026-05-20T01:27:19","modified_gmt":"2026-05-20T06:27:19","slug":"ai-in-semiconductor-engineering-scaling-beyond-pilots","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","title":{"rendered":"AI in semiconductor engineering: Scaling beyond pilots"},"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>AI in semiconductor engineering: Scaling beyond pilots<\/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\/2026\/05\/Sophie-Weersink-Thirion.jpg?w=200&amp;quality=10\" alt=\"Sophie Weersink Thirion\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Sophie Weersink\u2011Thirion<\/h5><h5 class=\"blog-date\">May 19, 2026<\/h5><\/div><\/div><div class=\"brand-image\"><\/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<h2 class=\"wp-block-heading\" id=\"h-ai-is-reaching-a-pivotal-moment-in-engineering-and-r-amp-d-but-in-the-semiconductor-industry-this-shift-comes-with-a-unique-level-of-complexity\">AI is reaching a pivotal moment in engineering and R&amp;D &#8211; but in the semiconductor industry, this shift comes with a unique level of complexity.<\/h2>\n\n\n\n<p>Engineering spans design, simulation, manufacturing, and lifecycle optimization, within environments where <strong>process integrity, and IP protection are non-negotiable<\/strong>. Decision-making is tightly coupled across domains, and even small deviations can directly impact uptime, cost, and time-to-market.<\/p>\n\n\n\n<p>In this context, scaling AI is particularly challenging. It is not about capability, but about applying AI in a way that fits the rigor and constraints of semiconductor environments.<\/p>\n\n\n\n<p>Key challenges include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fragmented AI across the value chain<\/strong>, from design to fab operations<\/li>\n\n\n\n<li><strong>Highly sensitive IP environments<\/strong>, limiting data access and deployment models<\/li>\n\n\n\n<li><strong>Heterogeneous, disconnected data landscapes<\/strong> across tools, fabs, and partners<\/li>\n<\/ul>\n\n\n\n<p>As a result, AI often remains confined to pilots\u2014delivering local optimization, but failing to translate into sustained, enterprise-wide value.<\/p>\n\n\n\n<p>This challenge is especially visible in semiconductors, but not unique to it. According to the <em><a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/engineering-research-development-pulse-2026\/\">Capgemini Research Institute \u2013 Engineering &amp; R&amp;D Pulse 2026<\/a><\/em>, while leaders expect AI to be transformative within the next three years, most organizations remain stuck in pilots that do not scale.<\/p>\n\n\n\n<p>The core issue is not AI capability, but how AI is <strong>conceptualized, governed, and embedded<\/strong> across engineering organizations.<\/p>\n\n\n\n<p>Today, AI is still largely treated like traditional software\u2014applied to isolated use cases and implemented in silos, disconnected from core engineering systems and data foundations. This limits impact and undermines both trust and scalability.<\/p>\n\n\n\n<p>To move forward, AI must be treated as a <strong>utility<\/strong>\u2014secure, reliable, and accessible by default, and embedded across engineering systems, processes, and ways of working.<\/p>\n\n\n\n<p>This is enabled through <strong><a href=\"https:\/\/www.capgemini.com\/solutions\/elevate-gen-ai-with-augumented-engineering\/\">Augmented Engineering<\/a><\/strong>: a hybrid model combining human expertise and AI, designed for the complexity of engineering environments such as semiconductors. Supported by the <strong><a href=\"https:\/\/www.capgemini.com\/solutions\/resonance-ai-framework\/\">Resonance AI Framework<\/a><\/strong>, it provides the foundations for scalable AI capabilities, governance, and effective human\u2013AI collaboration.<\/p>\n\n\n\n<p>For semiconductor companies, this shift is critical\u2014moving from fragmented experimentation to a structured, enterprise-wide approach that can deliver AI value at scale.<\/p>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-card-text-pic wrapperCardTextPic hero-bg-shape\"><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\">\n<div class=\"wp-block-cg-blocks-card-text-pic-right\"><div class=\"row card-text-pic rightCard\"><div class=\"col-md-12\"><div class=\"box--section\"><div class=\"box  row-nobleed\"><div class=\"col-lg-8 col-md-12 box-inner\"><a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails\/\" aria-label=\"Why AI pilots succeed, but AI transformation fails at scale\" target=\"\" rel=\"noopener noreferrer\" title=\"\"><h3 class=\"titlewithLink\" data-maxlength=\"144\">Why AI pilots succeed, but AI transformation fails at scale<\/h3><\/a><p class=\"box-text\" data-maxlength=\"\">Explore our point of view to learn how to move beyond pilots and unlock AI at scale.<\/p><div class=\"box-bottom\"><a aria-label=\"Read more about Why AI pilots succeed, but AI transformation fails at scale\" class=\"more2\" data-maxlength=\"24\" href=\"https:\/\/www.capgemini.com\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails\/\" target=\"\" rel=\"noopener noreferrer\" title=\"\">Read the PoV<\/a><\/div><\/div><div class=\"col-lg-5 col-md-12 box-img-wrapper\"><a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/why-ai-pilots-succeed-but-engineering-transformation-fails\/\" aria-label=\"Read the PoV about Why AI pilots succeed, but AI transformation fails at scale\" tabindex=\"-1\" target=\"\" rel=\"noopener noreferrer\" title=\"\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1000&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1000&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=500&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1000&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=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: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=556&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=556&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=\"box-img\" alt=\"ER&amp;D pulse\" style=\"object-fit:cover;object-position:24% 39%\" loading=\"lazy\"\/><\/picture><\/a><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div><\/section>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\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 the author<\/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\/2026\/05\/Sophie-Weersink-Thirion.jpg\" alt=\"Sophie Weersink Thirion\"\/>\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\/sophie-weersink-thirion-9b899b27\/\"><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\">Sophie Weersink\u2011Thirion<\/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>Vice President Market Unit Director<\/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\/sophie-weersink-thirion-9b899b27\/\"><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\">Sophie Weersink Thirion is a senior international executive in the high tech industry. At Capgemini, she leads a global strategic high tech client and works at the forefront of the AI transition, helping organizations embed AI into their core business and operating models.<\/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>AI is reaching a pivotal moment in engineering and R&#038;D &#8211; but in the semiconductor industry, this shift comes with a unique level of complexity.<\/p>\n","protected":false},"author":81,"featured_media":763901,"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":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":""},"categories":[1],"tags":[],"brand":[],"service":[136],"industry":[],"partners":[],"blog-topic":[404],"content-group":[],"class_list":["post-763900","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","service-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>AI in semiconductor engineering: Scaling beyond pilots - Capgemini USA<\/title>\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\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI in semiconductor engineering: Scaling beyond pilots\" \/>\n<meta property=\"og:description\" content=\"AI is reaching a pivotal moment in engineering and R&amp;D - but in the semiconductor industry, this shift comes with a unique level of complexity.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini USA\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-20T06:27:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-20T06:27:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2880\" \/>\n\t<meta property=\"og:image:height\" content=\"1800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sophie Weersink\u2011Thirion\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"andreafedderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\",\"url\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\",\"name\":\"AI in semiconductor engineering: Scaling beyond pilots - Capgemini USA\",\"isPartOf\":{\"@id\":\"https:\/\/www.capgemini.com\/us-en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg\",\"datePublished\":\"2026-05-20T06:27:15+00:00\",\"dateModified\":\"2026-05-20T06:27:19+00:00\",\"author\":{\"@id\":\"https:\/\/www.capgemini.com\/us-en\/#\/schema\/person\/f15605d9e6e17233b6b0fe01b151d116\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage\",\"url\":\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg\",\"contentUrl\":\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg\",\"width\":2880,\"height\":1800},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.capgemini.com\/us-en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI in semiconductor engineering: Scaling beyond pilots\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.capgemini.com\/us-en\/#website\",\"url\":\"https:\/\/www.capgemini.com\/us-en\/\",\"name\":\"Capgemini USA\",\"description\":\"Just another www.capgemini.com site\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.capgemini.com\/us-en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.capgemini.com\/us-en\/#\/schema\/person\/f15605d9e6e17233b6b0fe01b151d116\",\"name\":\"andreafedderson\",\"url\":\"https:\/\/www.capgemini.com\/us-en\/author\/andreafedderson\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI in semiconductor engineering: Scaling beyond pilots - Capgemini USA","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.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","og_locale":"en_US","og_type":"article","og_title":"AI in semiconductor engineering: Scaling beyond pilots","og_description":"AI is reaching a pivotal moment in engineering and R&D - but in the semiconductor industry, this shift comes with a unique level of complexity.","og_url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","og_site_name":"Capgemini USA","article_published_time":"2026-05-20T06:27:15+00:00","article_modified_time":"2026-05-20T06:27:19+00:00","og_image":[{"width":2880,"height":1800,"url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","type":"image\/jpeg"}],"author":"Sophie Weersink\u2011Thirion","twitter_card":"summary_large_image","twitter_misc":{"Written by":"andreafedderson","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","name":"AI in semiconductor engineering: Scaling beyond pilots - Capgemini USA","isPartOf":{"@id":"https:\/\/www.capgemini.com\/us-en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage"},"image":{"@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage"},"thumbnailUrl":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","datePublished":"2026-05-20T06:27:15+00:00","dateModified":"2026-05-20T06:27:19+00:00","author":{"@id":"https:\/\/www.capgemini.com\/us-en\/#\/schema\/person\/f15605d9e6e17233b6b0fe01b151d116"},"breadcrumb":{"@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#primaryimage","url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","contentUrl":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","width":2880,"height":1800},{"@type":"BreadcrumbList","@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.capgemini.com\/us-en\/"},{"@type":"ListItem","position":2,"name":"AI in semiconductor engineering: Scaling beyond pilots"}]},{"@type":"WebSite","@id":"https:\/\/www.capgemini.com\/us-en\/#website","url":"https:\/\/www.capgemini.com\/us-en\/","name":"Capgemini USA","description":"Just another www.capgemini.com site","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.capgemini.com\/us-en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.capgemini.com\/us-en\/#\/schema\/person\/f15605d9e6e17233b6b0fe01b151d116","name":"andreafedderson","url":"https:\/\/www.capgemini.com\/us-en\/author\/andreafedderson\/"}]}},"blog_topic_info":[{"id":404,"name":"Engineering"}],"taxonomy_info":{"category":[{"id":1,"name":"Uncategorized","slug":"uncategorized"}],"service":[{"id":136,"name":"Engineering","slug":"engineering"}],"blog-topic":[{"id":404,"name":"Engineering","slug":"engineering"}]},"parsely":{"version":"1.1.0","canonical_url":"https:\/\/capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","smart_links":{"inbound":0,"outbound":0},"traffic_boost_suggestions_count":0,"meta":{"@context":"https:\/\/schema.org","@type":"NewsArticle","headline":"AI in semiconductor engineering: Scaling beyond pilots","url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/","mainEntityOfPage":{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/"},"thumbnailUrl":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg?w=150&h=150&crop=1","image":{"@type":"ImageObject","url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg"},"articleSection":"Uncategorized","author":[],"creator":[],"publisher":{"@type":"Organization","name":"Capgemini USA","logo":""},"keywords":[],"dateCreated":"2026-05-20T06:27:15Z","datePublished":"2026-05-20T06:27:15Z","dateModified":"2026-05-20T06:27:19Z"},"rendered":"<meta name=\"parsely-title\" content=\"AI in semiconductor engineering: Scaling beyond pilots\" \/>\n<meta name=\"parsely-link\" content=\"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/ai-in-semiconductor-engineering-scaling-beyond-pilots\/\" \/>\n<meta name=\"parsely-type\" content=\"post\" \/>\n<meta name=\"parsely-image-url\" content=\"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg?w=150&amp;h=150&amp;crop=1\" \/>\n<meta name=\"parsely-pub-date\" content=\"2026-05-20T06:27:15Z\" \/>\n<meta name=\"parsely-section\" content=\"Uncategorized\" \/>","tracker_url":"https:\/\/cdn.parsely.com\/keys\/capgemini.com\/p.js"},"jetpack_featured_media_url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","archive_status":false,"featured_image_src":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","featured_image_alt":"","jetpack-related-posts":[{"id":712828,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/the-chiplet-revolution\/","url_meta":{"origin":763900,"position":0},"title":"The chiplet revolution","author":"jayantapakrashi","date":"February 7, 2024","format":false,"excerpt":"Learn what chiplets are, and how they will revolutionize the semiconductor landscape.","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Chiplet-blog-2880-x-1800.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Chiplet-blog-2880-x-1800.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Chiplet-blog-2880-x-1800.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Chiplet-blog-2880-x-1800.jpg?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":709532,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/the-major-trends-in-the-semiconductor-industry-right-now\/","url_meta":{"origin":763900,"position":1},"title":"The major trends in the semiconductor industry right now","author":"vrushalimandarkhopkar","date":"August 18, 2023","format":false,"excerpt":"Takeaways from the GSA European Executive Forum and SEMICON West 2023","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2023\/11\/2023-08-29_High-Tech_GSA_2880x1800_Opt2_KH-1.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2023\/11\/2023-08-29_High-Tech_GSA_2880x1800_Opt2_KH-1.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2023\/11\/2023-08-29_High-Tech_GSA_2880x1800_Opt2_KH-1.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2023\/11\/2023-08-29_High-Tech_GSA_2880x1800_Opt2_KH-1.jpg?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":734007,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/digital-continuity-for-the-semiconductor-industry\/","url_meta":{"origin":763900,"position":2},"title":"Digital continuity for the semiconductor industry","author":"jayantapakrashi","date":"January 17, 2025","format":false,"excerpt":"Learn about major semiconductor industry trends, why digital continuity is important to the sector and what companies can do to create this continuity.","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/01\/Digital-continuity-for-the-semiconductor-industry-2880-x-1800.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/01\/Digital-continuity-for-the-semiconductor-industry-2880-x-1800.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/01\/Digital-continuity-for-the-semiconductor-industry-2880-x-1800.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/01\/Digital-continuity-for-the-semiconductor-industry-2880-x-1800.jpg?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":710936,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/7-major-trends-shaping-the-future-of-the-semiconductor-industry\/","url_meta":{"origin":763900,"position":3},"title":"Future of the semiconductor industry: Key trends, tech, and strategies","author":"chaitanyakadrekar","date":"December 18, 2023","format":false,"excerpt":"The global semiconductor industry is in the throes of change. The last several years have welcomed a new set of challenges that have impacted the industry and propelled it towards innovation.\u00a0\u00a0","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/07\/MKT341_Landing-page-banner_2880x1800.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/07\/MKT341_Landing-page-banner_2880x1800.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/07\/MKT341_Landing-page-banner_2880x1800.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2025\/07\/MKT341_Landing-page-banner_2880x1800.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":728389,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/how-gen-ai-will-revolutionize-the-semiconductor-industry\/","url_meta":{"origin":763900,"position":4},"title":"How Gen AI will revolutionize the semiconductor industry","author":"tejasdhonsale","date":"September 11, 2024","format":false,"excerpt":"How Gen AI will revolutionize the semiconductor industryRavi GuptaMay 30, 2024 FacebookLinkedin The semiconductor industry drives every industry in the world, yet the semiconductor value chain is complex as components travel more than 25,000 miles and cross 70 borders before completion. During COVID-19, the semiconductor industry got a big boost\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/09\/GEN-AI-semiconductor-industry-web-banner.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/09\/GEN-AI-semiconductor-industry-web-banner.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/09\/GEN-AI-semiconductor-industry-web-banner.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/09\/GEN-AI-semiconductor-industry-web-banner.jpg?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":712831,"url":"https:\/\/www.capgemini.com\/us-en\/insights\/expert-perspectives\/simulating-the-future-in-the-semiconductor-industry\/","url_meta":{"origin":763900,"position":5},"title":"Simulating the future in the semiconductor industry","author":"rajeshrangdal","date":"February 7, 2024","format":false,"excerpt":"Simulating the future in the semiconductor industrySteve JonesOct 31, 2023 FacebookTwitterLinkedin How generative AI is enabling business results at a scale that dwarfs other possibilities. The semiconductor industry is being rocked by so many waves, it\u2019s hard to identify the tsunamis. Yet, it still might be calm before the storm:\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Simulated-Futures-Dot-Com-2880x1800-1.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Simulated-Futures-Dot-Com-2880x1800-1.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Simulated-Futures-Dot-Com-2880x1800-1.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2024\/02\/Simulated-Futures-Dot-Com-2880x1800-1.jpg?resize=700%2C400&ssl=1 2x"},"classes":[]}],"jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Capgemini USA","distributor_original_site_url":"https:\/\/www.capgemini.com\/us-en","push-errors":false,"featured_image_url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/ASML-POV-2880-x1880-px-dotcom-Banner.jpg","author_title":"Sophie Weersink\u2011Thirion","author_thumbnail_url":"https:\/\/www.capgemini.com\/us-en\/wp-content\/uploads\/sites\/30\/2026\/05\/Sophie-Weersink-Thirion.jpg?w=376","author_thumbnail_alt":"Sophie Weersink Thirion","_links":{"self":[{"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/posts\/763900","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/users\/81"}],"replies":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/comments?post=763900"}],"version-history":[{"count":1,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/posts\/763900\/revisions"}],"predecessor-version":[{"id":763903,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/posts\/763900\/revisions\/763903"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/media\/763901"}],"wp:attachment":[{"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/media?parent=763900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/categories?post=763900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/tags?post=763900"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/brand?post=763900"},{"taxonomy":"service","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/service?post=763900"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/industry?post=763900"},{"taxonomy":"partners","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/partners?post=763900"},{"taxonomy":"blog-topic","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/blog-topic?post=763900"},{"taxonomy":"content-group","embeddable":true,"href":"https:\/\/www.capgemini.com\/us-en\/wp-json\/wp\/v2\/content-group?post=763900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}