An extra AI check earns its place by verifying behavior the existing workflow missed. I evaluated Jev, TypeSafe’s structured-judgment model, alongside selected automated checks and Qodo code review. The improvement was marginal: one additional required test gap across 24 evaluation cases, with no additional confirmed defects.