Cognition built a system that measures how many human-equivalent engineering hours each Devin session is worth, addressing engineering leaders’ challenge of measuring actual output amid skyrocketing AI token spend. The system automates value estimation across thousands of sessions and billions of tokens by using AI to predict real ROI and estimate productive engineering hours per Devin session.