{"version":"1.0","type":"card","id":"7534d764-0be1-410d-b457-6b1b40ccd328","url":"https://stacklist.com/card/7534d764-0be1-410d-b457-6b1b40ccd328","title":"Enterprise AI pilot-to-production gap: Root causes & how to address them","source_url":"https://zbrain.ai/why-most-ai-pilots-fail-to-scale/","note":"Most enterprise AI initiatives fail to reach production. Discover the main reasons keeping organizations stuck in pilot phases and the architectural foundation that enables enterprises to become production-ready.","image":{"url":"https://ucarecdn.com/21b19f43-43d9-4f13-9f99-4050fe272966/","alt":"Enterprise AI pilot-to-production gap: Root causes & how to address them","width":2560,"height":1440},"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":"2026-06-08T06:36:37.696Z","updated_at":null,"aco":{"summary":"Enterprise AI initiatives overwhelmingly stall at the pilot stage due to structural misalignment between experimental infrastructure and production requirements, with only ~23% of organizations successfully scaling AI into operations. The article diagnoses root causes—including disconnected evaluation metrics and sandboxed development environments—and outlines how technology leaders can bridge the gap to measurable business outcomes.","tags":["enterprise-ai","pilot-to-production","ai-scaling","digital-transformation","ai-adoption","production-deployment","ai-strategy"],"key_entities":[{"name":"McKinsey & Company","type":"organization","confidence":0.99},{"name":"Capgemini Research Institute","type":"organization","confidence":0.97},{"name":"AI pilot-to-production gap","type":"concept","confidence":0.98},{"name":"AI scaling","type":"concept","confidence":0.92},{"name":"generative AI adoption","type":"concept","confidence":0.85},{"name":"AI agents","type":"concept","confidence":0.82},{"name":"State of AI 2025 report","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":"2026-06-08T06:36:45.223Z"},"token_counts":{"approximate":9627,"cl100k":6292},"content_hash":"sha256:56d9c22129f8225bf5bbc8a5a06aa9b528713ff9ac45da964663133867b48590","acp_version":"0.2","body_available":true,"body_tokens":9627,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/7534d764-0be1-410d-b457-6b1b40ccd328.json","html":"https://stacklist.com/card/7534d764-0be1-410d-b457-6b1b40ccd328","md":"/api/public/card/7534d764-0be1-410d-b457-6b1b40ccd328.md","stack_json":"/api/public/stack/37f6412a-1543-475b-a030-9bc5b953dbc1.json"}}