Developers are applying the decision model to agent verification and online evaluations to reduce reliance on expensive reasoning frameworks. Jev cost $0.064 for 600 judgments in a user test, roughly 90 times less than the $5 cost for Anthropic's Sonnet. Performance tradeoffs persist, however, with Jev showing a 32% false admission rate for negative samples compared to Sonnet's 13.5%.
