{"id":677176,"date":"2024-12-17T12:00:59","date_gmt":"2024-12-17T12:00:59","guid":{"rendered":"https:\/\/www.capgemini.com\/gb-en\/?post_type=research-and-insight&#038;p=677176"},"modified":"2026-01-22T07:48:55","modified_gmt":"2026-01-22T07:48:55","slug":"how-to-measure-the-impact-of-gen-ai-on-software-coding-and-unit-testing","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/gb-en\/insights\/research-library\/how-to-measure-the-impact-of-gen-ai-on-software-coding-and-unit-testing\/","title":{"rendered":"How to measure the impact of Gen AI on software coding and unit testing?"},"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\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/02\/2024-02-22_Generative-AI-for-SWE-banner_2880px-x-1800px_Opt1_v1_Draft_AT.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:39% 85%\" 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\">Gen AI<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">How to measure the impact of Gen AI on software coding and unit testing?<\/h1><\/div><div class=\"inner-row-insight download-btn\"><div class=\"col-md-4 downloadFiles addPadding\"><a class=\"button-download--small\" type=\"download\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/Gen-AI-on-software-coding-and-unit-testing.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><span>Download our PoV<\/span><span class=\"type\">5 MB  pdf<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"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=991614\" 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=991614&amp;text=\" 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=991614&amp;text=\" 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<h3 class=\"wp-block-heading\" id=\"h-discover-the-importance-of-a-robust-measurement-protocol-to-ensure-measurable-results\">Discover the importance of a robust measurement protocol to ensure measurable results<\/h3>\n\n\n\n<p>Generative AI is revolutionising how businesses approach software engineering, offering tools to accelerate workflows, automate processes, and reduce technical debt. By enabling organisations to balance speed with quality, Gen AI is driving a significant shift in how software is designed, developed, and tested.<\/p>\n\n\n\n<p>While the benefits of generative AI are clear, most organisations lack the tools to measure its full impact. The complexity of software development \u2013 encompassing factors like productivity, quality, and developer experience \u2013 makes effective measurement difficult. Stakeholders often prioritise different dimensions, from usability to security, further complicating evaluation. Without a clear measurement protocol, organisations risk falling short of realising the full potential of Gen AI.<\/p>\n\n\n\n<p>Adopting generative AI is only part of the journey \u2013 measuring its impact is critical for sustained success. A robust measurement framework ensures that Gen AI delivers on its promises while aligning with broader business objectives.<\/p>\n\n\n\n<p>In this paper, we offer actionable guidance for organisations seeking to leverage generative AI in software engineering. Learn how to define metrics, overcome challenges, and maximise impact to deliver better software faster, improve team productivity, and enhance the overall developer experience.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/Gen-AI-on-software-coding-and-unit-testing.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Download our point of view<\/a><\/div>\n<\/div>\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 227af403-1ce8-4764-84db-2b9712dd6671\">\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 is-style-sapphire3\">\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=\"Generative AI for software engineering\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tGenerative AI for software engineering\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Generative AI is set to radically change how software is developed.\"\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\tGenerative AI is set to radically change how software is developed.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div 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