{"version":"1.0","type":"card","id":"677476f6-e365-437c-9801-f42b0c9295fe","url":"https://stacklist.com/card/677476f6-e365-437c-9801-f42b0c9295fe","title":"Why Do Most AI Pilots Fail to Scale?","source_url":"https://aiassemblylines.com/post/why-ai-pilots-fail-to-scale","note":"80% of enterprise AI pilots fail to scale. Learn the 5 organizational gaps that kill AI production deployments and how to close them before your pilot starts.\n","image":{"url":"https://ucarecdn.com/1dd14d35-18bc-44a7-94c5-99776496ceee/","alt":"Why Do Most AI Pilots Fail to Scale?","width":1024,"height":578},"stack":{"id":"37f6412a-1543-475b-a030-9bc5b953dbc1","title":"Moving AI from Pilots to Production","url":"https://stacklist.com/c/technology/stack/37f6412a-1543-475b-a030-9bc5b953dbc1"},"created_at":"2026-06-08T06:36:40.205Z","updated_at":null,"aco":{"summary":"Enterprise AI pilots fail to scale primarily due to five organizational gaps—missing data infrastructure, absent change management, unbuilt governance, misaligned metrics, and evaporating executive sponsorship—rather than technology underperformance. The article draws on BCG and RAND research showing that 80% of AI projects fail to deliver business value, with only 5% of organizations qualifying as \"future-built\" and extracting AI value at scale.","tags":["ai-adoption","enterprise-ai","pilot-scaling","change-management","data-infrastructure","ai-governance","digital-transformation"],"key_entities":[{"name":"Jill Davis","type":"person","confidence":0.95},{"name":"BCG","type":"organization","confidence":0.97},{"name":"RAND Corporation","type":"organization","confidence":0.95},{"name":"Gartner","type":"organization","confidence":0.97},{"name":"AI pilot scaling","type":"concept","confidence":0.98},{"name":"AI maturity model","type":"concept","confidence":0.88},{"name":"change management","type":"concept","confidence":0.85},{"name":"data infrastructure","type":"concept","confidence":0.87},{"name":"BCG Build for the Future 2025 study","type":"event","confidence":0.9}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-06-08T06:36:47.874Z"},"token_counts":{"approximate":5297,"cl100k":3813},"content_hash":"sha256:c281162ff6aed7dfc9f00f265b39896cdb0d38b95da18f38a573ccd5a9d12790","acp_version":"0.2","body_available":true,"body_tokens":5297,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/677476f6-e365-437c-9801-f42b0c9295fe.json","html":"https://stacklist.com/card/677476f6-e365-437c-9801-f42b0c9295fe","md":"/api/public/card/677476f6-e365-437c-9801-f42b0c9295fe.md","stack_json":"/api/public/stack/37f6412a-1543-475b-a030-9bc5b953dbc1.json"}}