{"id":552968,"date":"2026-05-22T18:56:48","date_gmt":"2026-05-22T18:56:48","guid":{"rendered":"https:\/\/www.capgemini.com\/au-en\/?p=552968&#038;preview=true&#038;preview_id=552968"},"modified":"2026-05-22T19:02:01","modified_gmt":"2026-05-22T19:02:01","slug":"ai-in-semiconductor-engineering-scaling-beyond-pilots","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/au-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\/au-en\/wp-content\/uploads\/sites\/10\/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\" 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class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\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<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<li>\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"subnav-button--form\" href=\"javascript:void(0)\" aria-label=\"contact us\" data-bs-toggle=\"modal\" data-bs-target=\"#WPB45f0b955_9eae_4d31_89b7_de62926c76ae\" data-bs-expert-title=\"Sophie Weersink\u2011Thirion\">\n\t\t\t\t\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"ico-form\"><\/i>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/li>\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<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. 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