{"id":890754,"date":"2026-01-14T09:10:06","date_gmt":"2026-01-14T09:10:06","guid":{"rendered":"https:\/\/www.capgemini.com\/de-de\/?post_type=research-and-insight&#038;p=890754"},"modified":"2026-01-22T07:41:39","modified_gmt":"2026-01-22T07:41:39","slug":"how-ai-will-transform-life-sciences-r-and-d","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","title":{"rendered":"Smart bet, only option, or both?: Biopharma R&#038;D turns to AI"},"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\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/12\/Biopharma-RD-CRI-Banner_2880X1800.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:55.00000000000001% 51%\" 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\">Health<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Smart bet, only option, or both?: Biopharma R&amp;D turns to AI<\/h1><\/div><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/01\/120126CRI_Gen-AI-in-Lifesciences-_Final-interactive-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download report<\/span><span class=\"type\">10 MB pdf<\/span><\/a><\/div><div class=\"col-md-4 downloadFiles \"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/01\/Final-Infographic-Gen-AI-in-Lifesciences.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download infographic<\/span><span class=\"type\">1 MB pdf<\/span><\/a><\/div><\/div><\/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=\"row\"><div class=\"col-12 col-md-1\"><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=1172144\" 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\/?post_type=research-and-insight&amp;p=1172144\" 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 class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<h2 class=\"wp-block-heading\" id=\"h-discover-how-artificial-intelligence-is-reshaping-drug-discovery-clinical-trials-and-regulatory-processes-and-what-leaders-must-do-to-scale-its-impact\">Discover how artificial intelligence is reshaping drug discovery, clinical trials, and regulatory processes \u2013 and what leaders must do to scale its impact.<\/h2>\n\n\n\n<p>The pharmaceutical and biotechnology industry faces persistent challenges in research and development (R&amp;D): high drug development costs, elevated clinical failure rates, and declining returns on investment. These hurdles have made it increasingly difficult to bring successful new drugs to market.<\/p>\n\n\n\n<p>Artificial intelligence (AI) is changing that. The technology is emerging as a powerful catalyst for breakthroughs in biopharma R&amp;D \u2013 streamlining discovery, optimizing trial design, and enabling predictive insights \u2013 and it\u2019s now poised to bring biopharma R&amp;D more agile, data-driven, and outcome-oriented processes.<\/p>\n\n\n\n<p>The latest report from the Capgemini Research Institute, <em>Smart bet, only option, or both?: Biopharma R&amp;D turns to AI<\/em>, explores how advances in biology, physics, and computational power are converging to enable this transformation now. Biopharma organizations are recognizing this potential; our global survey of 500 senior executives across eight countries reveals:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>82% believe AI will fundamentally transform biopharma R&amp;D<\/li>\n\n\n\n<li>63% agree that companies failing to scale AI will fall behind in innovation and market relevance<\/li>\n\n\n\n<li>63% anticipate that most new molecular entities (NMEs) will originate from AI-driven platforms within the next decade.<\/li>\n<\/ul>\n\n\n\n<p>The research also shows that organizations are already realizing benefits related to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Drug discovery:<\/strong> 74% see significant potential in generative AI. Target identification is the most widely adopted use case, with 43% implementing it and reporting an average 28% time savings.<\/li>\n\n\n\n<li><strong>Clinical trials: <\/strong>Over 60% affirm that Gen AI can substantially improve trial efficiency and outcomes.<\/li>\n\n\n\n<li><strong>Regulatory submissions:<\/strong> 73% agree Gen AI can fundamentally transform regulatory workflows. Among adopters, productivity gains average 19% time savings.<\/li>\n<\/ul>\n\n\n\n<p>Yet despite this progress, challenges remain. Having established foundational data capabilities, many organizations still lack data readiness and operational maturity to scale AI effectively. To unlock AI\u2019s full potential, biopharma leaders must address these gaps by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Securing senior leadership buy-in<\/li>\n\n\n\n<li>Defining clear goals and risk profiles<\/li>\n\n\n\n<li>Balancing in-house capabilities with strategic partnerships<\/li>\n\n\n\n<li>Building a data- and digital-savvy workforce<\/li>\n\n\n\n<li>Advocating for industry-wide data standards.<\/li>\n<\/ul>\n\n\n\n<p><em>Smart bet, only option, or both?: Biopharma R&amp;D turns to AI<\/em> is intended for C-suite executives and senior leaders in global pharmaceutical and biotechnology organizations, offering clear recommendations to help them understand the benefits that AI can bring to the drug discovery and development process.<\/p>\n\n\n\n<p>To discover how large and mid-sized biopharma organizations can implement AI and scale their AI use cases, <a href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/01\/120126CRI_Gen-AI-in-Lifesciences-_Final-interactive.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">download the full report<\/a><a href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/01\/Final-Web-Version-Report-Gen-AI-in-Lifesciences.pdf\"> <\/a>today.<\/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<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>Further reading<\/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 0502d462-b739-472d-8bf2-f3ad102171fe\">\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=\"Life sciences\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tLife sciences\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=\"Breaking down barriers, bringing you to better patient outcomes.\"\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\tBreaking down barriers, bringing you to better patient outcomes.\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\t\t<div class=\"btnDiv\"> <a class=\"more2\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"24\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\taria-label=\"Read more \u00fcber Life sciences\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\" tabindex=\"0\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\thref=\"https:\/\/www.capgemini.com\/de-de\/branchen\/life-sciences\/\"\n\t\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\t\t\tRead more\t\t\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\/2021\/01\/hero-life-d.png?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/01\/hero-life-d.png?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\/2021\/01\/hero-life-d.png?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/01\/hero-life-d.png?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\/2021\/01\/hero-life-d.png?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/01\/hero-life-d.png?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\/2021\/01\/hero-life-d.png?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/01\/hero-life-d.png?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\/2021\/01\/hero-life-d.png\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"object-position: 50% 47%; object-fit: cover;\" 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\tstyle=\"\" 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\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t\n\n<section class=\"latest-insights layout-even layout-even-all-purple-cards \"><div class=\"container\"><div class=\"insight-title\"><h2 class=\"latest-insight-title\">Research &amp; Insights<\/h2><\/div><div class=\"layout-two-card cards-normal\">\n                                <div class=\"row align-items-center\"><div class=\"card-image-wrapper\">\n                                <div class=\"card-image\" data-image-url=\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/connected-health-research\/\">\n\t\t\t\t\t\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\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\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\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 2x\"\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\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=800&#038;quality=70 2x\"\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\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=350&#038;quality=70 1x, https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg?w=700&#038;quality=70 2x\"\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\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2024\/06\/Connected-health-research-web-banner.jpg\" alt=\"\" style=\"object-position: 50% 50%; object-fit: cover;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n                                <\/div>\n                            <\/div><div class=\"col-12 col-lg-4 d-md-none d-lg-block\"><\/div><div class=\"col-12 col-md-6 col-lg-4\">\n                           <a href=\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/connected-health-research\/\" aria-label=\"Connected health research\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-center\">\n                                <div class=\"card-tag\">Capgemini Research Institute<\/div>\n                                <h3 class=\"card-title\">Connected health research<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <div class=\"col-12 col-md-6 col-lg-4\">\n                            <a href=\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/lab-of-the-future\/\" aria-label=\"Lab of the future\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-start\">\n                                <div class=\"card-tag\">Capgemini Research Institute<\/div>\n                                <h3 class=\"card-title\">Lab of the future<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <\/div>\n                    <\/div><\/div><\/section>","protected":false},"excerpt":{"rendered":"<p>Discover how artificial intelligence is reshaping drug discovery, clinical trials, and regulatory processes \u2013 and what leaders must do to scale its impact.<\/p>\n","protected":false},"author":440,"featured_media":890755,"template":"","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":true,"cg_dt_link_disabled":false,"footnotes":"","related_resource_url":"","related_resource_id":0,"related_resource_size":"","related_resource_type":"","cg_author":0,"_yoast_wpseo_primary_theme":698,"primary_term":"Health","featured_focal_points":""},"tags":[],"research-and-insight-type":[450],"theme":[698],"brand":[],"service":[],"industry":[],"partners":[],"content-group":[],"class_list":["post-890754","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","research-and-insight-type-capgemini-research-institute","theme-healthcare"],"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>Smart bet, only option, or both?: Biopharma R&amp;D turns to AI - Capgemini<\/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\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Smart bet, only option, or both?: Biopharma R&amp;D turns to AI - Capgemini\" \/>\n<meta property=\"og:description\" content=\"Discover how artificial intelligence is reshaping drug discovery, clinical trials, and regulatory processes \u2013 and what leaders must do to scale its impact.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-22T07:41:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2025\/10\/New-Web-preview-global.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"627\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/\",\"url\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/\",\"name\":\"Smart bet, only option, or both?: Biopharma R&D turns to AI - Capgemini\",\"isPartOf\":{\"@id\":\"https:\/\/www.capgemini.com\/de-de\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg\",\"datePublished\":\"2026-01-14T09:10:06+00:00\",\"dateModified\":\"2026-01-22T07:41:39+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#breadcrumb\"},\"inLanguage\":\"de-DE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de-DE\",\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage\",\"url\":\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg\",\"contentUrl\":\"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg\",\"width\":2880,\"height\":1800,\"caption\":\"Biopharma R&D turns to AI banner image\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Research &amp; insights\",\"item\":\"https:\/\/www.capgemini.com\/de-de\/research-and-insight\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Smart bet, only option, or both?: Biopharma R&#038;D turns to AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.capgemini.com\/de-de\/#website\",\"url\":\"https:\/\/www.capgemini.com\/de-de\/\",\"name\":\"Capgemini Deutschland\",\"description\":\"Make it real\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.capgemini.com\/de-de\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"de-DE\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Smart bet, only option, or both?: Biopharma R&D turns to AI - Capgemini","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\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","og_locale":"de_DE","og_type":"article","og_title":"Smart bet, only option, or both?: Biopharma R&D turns to AI - Capgemini","og_description":"Discover how artificial intelligence is reshaping drug discovery, clinical trials, and regulatory processes \u2013 and what leaders must do to scale its impact.","og_url":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","og_site_name":"Capgemini","article_modified_time":"2026-01-22T07:41:39+00:00","og_image":[{"width":1200,"height":627,"url":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2025\/10\/New-Web-preview-global.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","url":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","name":"Smart bet, only option, or both?: Biopharma R&D turns to AI - Capgemini","isPartOf":{"@id":"https:\/\/www.capgemini.com\/de-de\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage"},"image":{"@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage"},"thumbnailUrl":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg","datePublished":"2026-01-14T09:10:06+00:00","dateModified":"2026-01-22T07:41:39+00:00","breadcrumb":{"@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#breadcrumb"},"inLanguage":"de-DE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/"]}]},{"@type":"ImageObject","inLanguage":"de-DE","@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#primaryimage","url":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg","contentUrl":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg","width":2880,"height":1800,"caption":"Biopharma R&D turns to AI banner image"},{"@type":"BreadcrumbList","@id":"https:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Research &amp; insights","item":"https:\/\/www.capgemini.com\/de-de\/research-and-insight\/"},{"@type":"ListItem","position":2,"name":"Smart bet, only option, or both?: Biopharma R&#038;D turns to AI"}]},{"@type":"WebSite","@id":"https:\/\/www.capgemini.com\/de-de\/#website","url":"https:\/\/www.capgemini.com\/de-de\/","name":"Capgemini Deutschland","description":"Make it real","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.capgemini.com\/de-de\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"de-DE"}]}},"theme_term_info":[{"id":698,"name":"Health"}],"industry_term_info":[],"services_term_info":[],"partners_term_info":[],"brand_term_info":[],"brand_term":[],"parsely":{"version":"1.1.0","canonical_url":"https:\/\/capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","smart_links":{"inbound":0,"outbound":0},"traffic_boost_suggestions_count":0,"meta":{"@context":"https:\/\/schema.org","@type":"NewsArticle","headline":"Smart bet, only option, or both?: Biopharma R&#038;D turns to AI","url":"http:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/","mainEntityOfPage":{"@type":"WebPage","@id":"http:\/\/www.capgemini.com\/de-de\/insights\/research\/how-ai-will-transform-life-sciences-r-and-d\/"},"thumbnailUrl":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=150&h=150&crop=1","image":{"@type":"ImageObject","url":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg"},"articleSection":"Uncategorized","author":[],"creator":[],"publisher":{"@type":"Organization","name":"Capgemini","logo":""},"keywords":[],"dateCreated":"2026-01-14T09:10:06Z","datePublished":"2026-01-14T09:10:06Z","dateModified":"2026-01-22T07:41:39Z"},"rendered":"<script type=\"application\/ld+json\" class=\"wp-parsely-metadata\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"NewsArticle\",\"headline\":\"Smart bet, only option, or both?: Biopharma R&#038;D turns to AI\",\"url\":\"http:\\\/\\\/www.capgemini.com\\\/de-de\\\/insights\\\/research\\\/how-ai-will-transform-life-sciences-r-and-d\\\/\",\"mainEntityOfPage\":{\"@type\":\"WebPage\",\"@id\":\"http:\\\/\\\/www.capgemini.com\\\/de-de\\\/insights\\\/research\\\/how-ai-will-transform-life-sciences-r-and-d\\\/\"},\"thumbnailUrl\":\"https:\\\/\\\/www.capgemini.com\\\/de-de\\\/wp-content\\\/uploads\\\/sites\\\/8\\\/2026\\\/01\\\/Biopharma-RD-CRI-Banner_2880X1800.jpg?w=150&h=150&crop=1\",\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.capgemini.com\\\/de-de\\\/wp-content\\\/uploads\\\/sites\\\/8\\\/2026\\\/01\\\/Biopharma-RD-CRI-Banner_2880X1800.jpg\"},\"articleSection\":\"Uncategorized\",\"author\":[],\"creator\":[],\"publisher\":{\"@type\":\"Organization\",\"name\":\"Capgemini\",\"logo\":\"\"},\"keywords\":[],\"dateCreated\":\"2026-01-14T09:10:06Z\",\"datePublished\":\"2026-01-14T09:10:06Z\",\"dateModified\":\"2026-01-22T07:41:39Z\"}<\/script>","tracker_url":"https:\/\/cdn.parsely.com\/keys\/capgemini.com\/p.js"},"archive_status":false,"featured_image_src":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg","featured_image_alt":"Biopharma R&D turns to AI banner image","jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Capgemini","distributor_original_site_url":"https:\/\/www.capgemini.com\/de-de","push-errors":false,"tag_names":[],"featured_image_url":"https:\/\/www.capgemini.com\/de-de\/wp-content\/uploads\/sites\/8\/2026\/01\/Biopharma-RD-CRI-Banner_2880X1800.jpg","_links":{"self":[{"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/research-and-insight\/890754","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/research-and-insight"}],"about":[{"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/types\/research-and-insight"}],"author":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/users\/440"}],"version-history":[{"count":2,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/research-and-insight\/890754\/revisions"}],"predecessor-version":[{"id":890856,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/research-and-insight\/890754\/revisions\/890856"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/media\/890755"}],"wp:attachment":[{"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/media?parent=890754"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/tags?post=890754"},{"taxonomy":"research-and-insight-type","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/research-and-insight-type?post=890754"},{"taxonomy":"theme","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/theme?post=890754"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/brand?post=890754"},{"taxonomy":"service","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/service?post=890754"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/industry?post=890754"},{"taxonomy":"partners","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/partners?post=890754"},{"taxonomy":"content-group","embeddable":true,"href":"https:\/\/www.capgemini.com\/de-de\/wp-json\/wp\/v2\/content-group?post=890754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}