{"id":505692,"date":"2026-02-28T17:50:20","date_gmt":"2026-02-28T17:50:20","guid":{"rendered":"https:\/\/www.newsbeep.com\/ca\/505692\/"},"modified":"2026-02-28T17:50:20","modified_gmt":"2026-02-28T17:50:20","slug":"ai-finally-makes-modernizing-decades-old-cobol-systems-possible-letting-engineers-automate-massive-code-analysis-without-armies-of-consultants","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/ca\/505692\/","title":{"rendered":"AI finally makes modernizing decades-old COBOL systems possible, letting engineers automate massive code analysis without armies of consultants"},"content":{"rendered":"<p>AI automates COBOL code exploration, maps dependencies, and analyzes structural risks quicklyEngineers can prioritize modernization based on technical risk and business value efficientlyAutomated tests verify that migrated COBOL components produce identical outputs to legacy systems<\/p>\n<p id=\"6e73c24b-1133-4598-9983-ac4130f7d51d\">Modernizing <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/news\/the-programming-language-that-doesnt-want-to-die\" target=\"_blank\" data-url=\"https:\/\/www.techradar.com\/news\/the-programming-language-that-doesnt-want-to-die\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/news\/the-programming-language-that-doesnt-want-to-die\" rel=\"nofollow noopener\">legacy COBOL systems<\/a> has long been a costly and labor-intensive process that requires extensive human effort, as traditionally, teams of consultants spent months or even years mapping workflows, documenting dependencies, and untangling decades of accumulated business logic.<\/p>\n<p>Hundreds of billions of lines of <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/cobol-online-courses\" data-url=\"https:\/\/www.techradar.com\/best\/cobol-online-courses\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/cobol-online-courses\" rel=\"nofollow noopener\" target=\"_blank\">COBOL<\/a> still run in production worldwide, powering critical systems in banking, government, and airlines, yet finding developers with the knowledge to interpret these systems has become increasingly difficult.<\/p>\n<p><a id=\"elk-seasonal\" class=\"paywall\" aria-hidden=\"true\"\/><\/p>\n<p id=\"6e73c24b-1133-4598-9983-ac4130f7d51d-2\">Now, however, Anthropic is looking to supplant this, with its Claude AI platform aiming to take much of the heavy lifting away from human workloads.<\/p>\n<p>            You may like<\/p>\n<p>    <a id=\"elk-c07b6020-c141-490a-a450-155678e50a90\" class=\"paywall\" aria-hidden=\"true\"\/>How AI aids code exploration and analysis<\/p>\n<p id=\"cd2c02fb-d1e2-4575-bef2-e58e65bd58c0\">This scarcity of expertise has historically slowed modernization projects and increased costs &#8211; however, Anthropic now believes AI can automate much of the exploration phase that once consumed most human effort.<\/p>\n<p>\u201cModernizing a COBOL system once required armies of consultants spending years mapping workflows\u2026 AI changes this,\u201d the company said in a <a data-analytics-id=\"inline-link\" href=\"https:\/\/claude.com\/blog\/how-ai-helps-break-cost-barrier-cobol-modernization\" target=\"_blank\" rel=\"nofollow noopener\" data-url=\"https:\/\/claude.com\/blog\/how-ai-helps-break-cost-barrier-cobol-modernization\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\">blog post<\/a>.<\/p>\n<p>Tools like Claude Code can map dependencies across thousands of lines of COBOL, trace data flows between modules, and document workflows that current staff no longer actively remember.<\/p>\n<p>These automated processes identify risks, isolate tightly coupled components, and flag duplicated or potentially fragile code.<\/p>\n<p class=\"newsletter-form__strapline\">Sign up to the TechRadar Pro newsletter to get all the top news, opinion, features and guidance your business needs to succeed!<\/p>\n<p>By analyzing these structural and functional relationships, AI can prioritize which components to modernize first based on technical risk, business value, and organizational priorities.<\/p>\n<p>The best <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/news\/best-laptop-for-programming\" data-url=\"https:\/\/www.techradar.com\/news\/best-laptop-for-programming\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/news\/best-laptop-for-programming\" rel=\"nofollow noopener\" target=\"_blank\">laptops for programming<\/a> allow engineers to integrate AI outputs efficiently while maintaining oversight of the modernization plan, and once components are prioritized, AI can generate preliminary function tests to verify that migrated code produces identical outputs to the legacy system.<\/p>\n<p>Human teams then decide whether these automated tests are sufficient, which scenarios require manual verification, and what performance benchmarks must be maintained.<\/p>\n<p>            You may like<\/p>\n<p>Implementation proceeds incrementally, with each module tested and validated before additional changes are made.<\/p>\n<p><a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/best\/best-ai-tools\" data-url=\"https:\/\/www.techradar.com\/best\/best-ai-tools\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/best\/best-ai-tools\" rel=\"nofollow noopener\" target=\"_blank\">AI tools<\/a> can translate COBOL logic into modern languages, create API wrappers around legacy components, and build scaffolding that allows old and new code to operate side by side.<\/p>\n<p>This reduces the risk of large-scale failures and enables organizations to move forward with complex modernization projects.<\/p>\n<p>AI also provides detailed insights into potential technical debt, isolated modules, and high-risk areas, allowing teams to plan modernization strategically &#8211; as engineers can review these recommendations and sequence the work to align with regulatory requirements, business priorities, and operational constraints.<\/p>\n<p>Automated documentation and analysis give teams comprehensive situational awareness, but final decisions still rely on human judgment.<\/p>\n<p>While this is a major win for many engineering teams, <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/news\/cobol-wants-to-find-out-just-how-popular-it-really-is\" target=\"_blank\" data-url=\"https:\/\/www.techradar.com\/news\/cobol-wants-to-find-out-just-how-popular-it-really-is\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/news\/cobol-wants-to-find-out-just-how-popular-it-really-is\" rel=\"nofollow noopener\">IBM, a major vendor of COBOL-powered mainframes and enterprise systems<\/a>, will not be pleased.<\/p>\n<p>The company saw its stock fall sharply after Anthropic announced that Claude Code could automate much of the labor-intensive modernization process.<\/p>\n<p>AI\u2019s ability to replace work traditionally done by human consultants threatens parts of IBM\u2019s business model.<\/p>\n<p>This shows that even long-established enterprise software vendors may face disruption as AI continues to reshape legacy system modernization.<\/p>\n<p id=\"6e2ac97f-f15f-4964-a682-e49dd6f4c549\"><a data-analytics-id=\"inline-link\" href=\"https:\/\/news.google.com\/publications\/CAAqKAgKIiJDQklTRXdnTWFnOEtEWFJsWTJoeVlXUmhjaTVqYjIwb0FBUAE?hl=en-GB&amp;gl=GB&amp;ceid=GB%3Aen\" data-url=\"https:\/\/news.google.com\/publications\/CAAqKAgKIiJDQklTRXdnTWFnOEtEWFJsWTJoeVlXUmhjaTVqYjIwb0FBUAE?hl=en-GB&amp;gl=GB&amp;ceid=GB%3Aen\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\">Follow TechRadar on Google News<\/a> and<a data-analytics-id=\"inline-link\" href=\"https:\/\/www.google.com\/preferences\/source?q=techradar.com\" data-url=\"https:\/\/www.google.com\/preferences\/source?q=techradar.com\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> add us as a preferred source<\/a> to get our expert news, reviews, and opinion in your feeds. Make sure to click the Follow button!<\/p>\n<p>And of course you can also<a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tiktok.com\/@techradar\" data-url=\"https:\/\/www.tiktok.com\/@techradar\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> follow TechRadar on TikTok<\/a> for news, reviews, unboxings in video form, and get regular updates from us on<a data-analytics-id=\"inline-link\" href=\"https:\/\/whatsapp.com\/channel\/0029Va6HybZ9RZAY7pIUK12h\" data-url=\"https:\/\/whatsapp.com\/channel\/0029Va6HybZ9RZAY7pIUK12h\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> WhatsApp<\/a> too.<\/p>\n<p><script async src=\"\/\/www.tiktok.com\/embed.js\"><\/script><\/p>\n","protected":false},"excerpt":{"rendered":"AI automates COBOL code exploration, maps dependencies, and analyzes structural risks quicklyEngineers can prioritize modernization based on technical&hellip;\n","protected":false},"author":2,"featured_media":505693,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[62,276,277,49,48,61],"class_list":{"0":"post-505692","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-ca","12":"tag-canada","13":"tag-technology"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts\/505692","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/comments?post=505692"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts\/505692\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/media\/505693"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/media?parent=505692"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/categories?post=505692"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/tags?post=505692"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}