{"id":37979,"date":"2026-01-15T19:27:11","date_gmt":"2026-01-15T18:27:11","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/open-dataset-3023-enterprise-ai-implementations-with-analysis\/"},"modified":"2026-01-15T19:27:11","modified_gmt":"2026-01-15T18:27:11","slug":"open-dataset-3023-enterprise-ai-implementations-with-analysis","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/open-dataset-3023-enterprise-ai-implementations-with-analysis\/","title":{"rendered":"Open Dataset: 3,023 Enterprise AI Implementations With Analysis"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I analyzed 3,023 enterprise AI use cases to understand what&#8217;s actually being deployed vs. vendor claims.<\/p>\n<p><strong>Key findings:<\/strong><\/p>\n<p><strong>Technology maturity:<\/strong><\/p>\n<ul>\n<li>Copilots: 352 cases (production-ready)<\/li>\n<li>Multimodal: 288 cases (vision + voice + text)<\/li>\n<li>Reasoning models (e.g. o1\/o3): 26 cases<\/li>\n<li>Agentic AI: 224 cases (growing)<\/li>\n<\/ul>\n<p><strong>Vendor landscape:<\/strong><\/p>\n<p>Google published 996 cases (33% of dataset), Microsoft 755 (25%). These reflect marketing budgets, not market share.<\/p>\n<p>OpenAI published only 151 cases but appears in 500 implementations (3.3x multiplier through Azure).<\/p>\n<p><strong>Breakthrough applications:<\/strong><\/p>\n<ul>\n<li>4-hour bacterial diagnosis vs 5 days (Biofy)<\/li>\n<li>60x faster code review (cubic)<\/li>\n<li>200K gig workers filed taxes (ClearTax)<\/li>\n<\/ul>\n<p><strong>Limitations:<\/strong><\/p>\n<p>This shows what vendors publish, not:<\/p>\n<ul>\n<li>Success rates (failures aren&#8217;t documented)<\/li>\n<li>Total cost of ownership<\/li>\n<li>Pilot vs production ratios<\/li>\n<\/ul>\n<p><strong>My take:<\/strong> Reasoning models show capability breakthroughs but minimal adoption. Multimodal is becoming table stakes. Stop chasing hype, look for measurable production deployments.<\/p>\n<p><strong>Full analysis<\/strong> on <a href=\"https:\/\/open.substack.com\/pub\/abbasmahdi\/p\/what-3000-ai-case-studies-actually?r=49d2tb&amp;utm_campaign=post&amp;utm_medium=web\">Substack<\/a>.<br \/> <strong>Dataset (open source)<\/strong> on <a href=\"https:\/\/github.com\/abbasmahdi-ai\/ai-use-cases-library\">GitHub<\/a>.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/abbas_ai\"> \/u\/abbas_ai <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1qdpuas\/open_dataset_3023_enterprise_ai_implementations\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1qdpuas\/open_dataset_3023_enterprise_ai_implementations\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-37979 jlk' href='javascript:void(0)' data-task='like' data-post_id='37979' data-nonce='65e0e39b87' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-37979 lc'>0<\/span><\/a><\/div><\/div> <div class='status-37979 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I analyzed 3,023 enterprise AI use cases to understand what&#8217;s actually being deployed vs. vendor claims. Key&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-37979","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/37979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=37979"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/37979\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=37979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=37979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=37979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}