{"version":"1.0","type":"card","id":"7b0c2e3b-fb96-4165-b454-2693fe82d633","url":"https://stacklist.com/card/7b0c2e3b-fb96-4165-b454-2693fe82d633","title":"Applied AI Doesn't Work","source_url":"https://x.com/vasuman/status/2095999742031675738?s=12","note":"This page features a post by vas discussing the limitations of applied AI. It highlights the challenges and shortcomings faced in the implementation of AI technologies.","image":{"url":"https://ucarecdn.com/bac13a6c-7878-48f6-8327-f2307cd09bc3/","alt":"Applied AI Doesn't Work","width":1200,"height":480},"stack":{"id":"0ded18e0-23c7-454d-b704-57b038cdfdde","title":"Grok Bot","url":"https://stacklist.com/stack/0ded18e0-23c7-454d-b704-57b038cdfdde"},"created_at":"2026-09-05T19:49:27.392Z","updated_at":null,"aco":{"summary":"Vasuman critiques ineffective AI adoption in enterprises, arguing companies apply AI to flawed processes rather than redesigning them first, drawing parallels to past IT implementation failures. He advocates for process reengineering before AI deployment, based on learnings from working with large organizations at Varick Agents.","tags":["ai-adoption","enterprise-transformation","process-reengineering","digital-strategy","roi-optimization","organizational-change"],"key_entities":[{"name":"Vasuman","type":"person","confidence":0.95},{"name":"Michael Hammer","type":"person","confidence":0.9},{"name":"Ethan Mollick","type":"person","confidence":0.9},{"name":"Varick Agents","type":"organization","confidence":0.95},{"name":"Microsoft","type":"organization","confidence":0.95},{"name":"Alphabet","type":"organization","confidence":0.9},{"name":"Amazon","type":"organization","confidence":0.9},{"name":"Meta","type":"organization","confidence":0.9},{"name":"UK Department for Business and Trade","type":"organization","confidence":0.85},{"name":"Wharton","type":"organization","confidence":0.85},{"name":"Harvard Business Review","type":"organization","confidence":0.9},{"name":"Claude","type":"technology","confidence":0.9},{"name":"Microsoft 365 Copilot","type":"technology","confidence":0.95},{"name":"paving the cow paths","type":"concept","confidence":0.85},{"name":"process reengineering","type":"concept","confidence":0.9},{"name":"MIT","type":"location","confidence":0.85}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-09-05T19:49:46.104Z"},"token_counts":{"approximate":6990,"cl100k":6331},"content_hash":"sha256:06f838d854131f939296fe98f6ed48407377f31e821c4bb097581fa58849bdc2","acp_version":"0.2","body_available":true,"body_tokens":6990,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/7b0c2e3b-fb96-4165-b454-2693fe82d633.json","html":"https://stacklist.com/card/7b0c2e3b-fb96-4165-b454-2693fe82d633","md":"/api/public/card/7b0c2e3b-fb96-4165-b454-2693fe82d633.md","stack_json":"/api/public/stack/0ded18e0-23c7-454d-b704-57b038cdfdde.json"}}