{"version":"1.0","type":"card","id":"48da6042-1a35-4c1e-b195-c068337ee7d9","url":"https://stacklist.com/card/48da6042-1a35-4c1e-b195-c068337ee7d9","title":"Why Your Team Isn't Getting ROI From Microsoft Copilot","source_url":"https://mustafakapadia.substack.com/p/from-stalled-copilot-investment-to","note":"A top-10 U.S. bank invested in Microsoft Copilot and saw no returns. Here's how they changed PM behavior and got every PM saving 10+ hours a week.","image":{"url":"https://ucarecdn.com/a9fcdd54-1392-448a-9204-abafde1bdb8a/","alt":"Why Your Team Isn't Getting ROI From Microsoft Copilot","width":1200,"height":630},"stack":{"id":"f3725201-e51d-4977-b61a-61e523b68980","title":"AI in Corporate America","url":"https://stacklist.com/stack/f3725201-e51d-4977-b61a-61e523b68980"},"created_at":"2026-05-28T20:26:14.921Z","updated_at":null,"aco":{"summary":"A top-10 U.S. bank transformed its product team's AI adoption from minimal usage to multiple daily uses by shifting focus from surface-level tasks to core product work, achieving $3.3 million in projected annual productivity savings. The intervention required behavioral change through practical skill-building, workflow embedding, and accountability measures rather than just tool deployment.","tags":["ai-adoption","productivity-gains","copilot","product-management","workflow-optimization","change-management","case-study"],"key_entities":[{"name":"Mike","type":"person","confidence":0.9},{"name":"CK","type":"person","confidence":0.9},{"name":"Mustafa Kapadia","type":"person","confidence":0.95},{"name":"Daniel","type":"person","confidence":0.85},{"name":"Minette","type":"person","confidence":0.85},{"name":"top-10 U.S. bank","type":"organization","confidence":0.9},{"name":"Echo Point","type":"organization","confidence":0.95},{"name":"Microsoft","type":"organization","confidence":0.95},{"name":"Microsoft Copilot","type":"technology","confidence":0.95},{"name":"AI-native ways of working","type":"concept","confidence":0.85},{"name":"product lifecycle","type":"concept","confidence":0.9},{"name":"U.S.","type":"location","confidence":0.95},{"name":"Corporate Banking AI transformation","type":"event","confidence":0.8}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-05-28T20:26:21.490Z"},"token_counts":{"approximate":1277,"cl100k":1049},"content_hash":"sha256:51a4b253a849caa6889f5c1b8dccfbab9e02cbda44ed4f5d8f4da342e8a425de","acp_version":"0.2","body_available":true,"body_tokens":1277,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/48da6042-1a35-4c1e-b195-c068337ee7d9.json","html":"https://stacklist.com/card/48da6042-1a35-4c1e-b195-c068337ee7d9","md":"/api/public/card/48da6042-1a35-4c1e-b195-c068337ee7d9.md","stack_json":"/api/public/stack/f3725201-e51d-4977-b61a-61e523b68980.json"}}