{"id":7141,"date":"2026-05-01T04:23:46","date_gmt":"2026-04-30T20:23:46","guid":{"rendered":"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/"},"modified":"2026-05-01T04:23:46","modified_gmt":"2026-04-30T20:23:46","slug":"how-to-move-from-ai-experimentation-to-ai-transformation","status":"publish","type":"post","link":"https:\/\/moresourcing.com\/en\/how-to-move-from-ai-experimentation-to-ai-transformation\/","title":{"rendered":"How to Move from AI Experimentation to AI Transformation"},"content":{"rendered":"<p><\/p>\n<p>What companies like Lowe&#8217;s are doing differently.<\/p>\n<p>#Move #Experimentation #Transformation<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What companies like Lowe&#8217;s are doing differently. #Move #Experimentation #Transformation<\/p>\n","protected":false},"author":1,"featured_media":7142,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[],"class_list":["post-7141","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-management"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.7.1 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Move from AI Experimentation to AI Transformation - MORE SOURCING LTD<\/title>\n<meta name=\"description\" content=\"Many companies are investing heavily in AI but failing to translate isolated productivity gains into meaningful business results. The problem is a \u201cmicro-productivity trap,\u201d where firms optimize tasks without rethinking workflows or value creation, preventing organization-wide impact. This article outlines four steps to escape this trap\u2014strategically narrowing use cases, reimagining cross-functional workflows, engaging frontline employees, and measuring outcomes tied to business value\u2014illustrated through examples from companies like Lowe\u2019s and a Fortune 1000 manufacturing firm.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/moresourcing.com\/en\/how-to-move-from-ai-experimentation-to-ai-transformation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Move from AI Experimentation to AI Transformation\" \/>\n<meta property=\"og:description\" content=\"Many companies are investing heavily in AI but failing to translate isolated productivity gains into meaningful business results. The problem is a \u201cmicro-productivity trap,\u201d where firms optimize tasks without rethinking workflows or value creation, preventing organization-wide impact. This article outlines four steps to escape this trap\u2014strategically narrowing use cases, reimagining cross-functional workflows, engaging frontline employees, and measuring outcomes tied to business value\u2014illustrated through examples from companies like Lowe\u2019s and a Fortune 1000 manufacturing firm.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/moresourcing.com\/en\/how-to-move-from-ai-experimentation-to-ai-transformation\/\" \/>\n<meta property=\"og:site_name\" content=\"MORE SOURCING LTD\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-30T20:23:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/05\/Apr26_30_Mandy_Tsou.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"MS\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"MS\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/\"},\"author\":{\"name\":\"MS\",\"@id\":\"https:\/\/moresourcing.com\/#\/schema\/person\/2c9a233f0ad18413717419291cacdf69\"},\"headline\":\"How to Move from AI Experimentation to AI Transformation\",\"datePublished\":\"2026-04-30T20:23:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/\"},\"wordCount\":20,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/moresourcing.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/05\/Apr26_30_Mandy_Tsou.jpg\",\"articleSection\":[\"Management\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/\",\"url\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/\",\"name\":\"How to Move from AI Experimentation to AI Transformation - MORE SOURCING LTD\",\"isPartOf\":{\"@id\":\"https:\/\/moresourcing.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/moresourcing.com\/how-to-move-from-ai-experimentation-to-ai-transformation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/moresourcing.com\/wp-content\/uploads\/2026\/05\/Apr26_30_Mandy_Tsou.jpg\",\"datePublished\":\"2026-04-30T20:23:46+00:00\",\"description\":\"Many companies are investing heavily in AI but failing to translate isolated productivity gains into meaningful business results. 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