Evals that actually help: scorecards, thresholds, and rollout gates

Evals are only useful if they map to real outcomes. Define scorecards and thresholds, then gate deployments.

What to measure

• Correctness (task success)
• Style/voice compliance
• Safety constraints
• Cost per successful output

Use eval runs to compare versions and variants objectively.