AI6 min read
Productivity metrics
The one metric AI coding agents can't fake: human hours
Cognition Labs built the first automated system to estimate how many human engineering hours each Devin session saves. The model reaches R² 0.70 but deliberately underestimates. The deeper challenge: converting session traces into defensible ROI numbers remains unsolved.
2026-07-15