Judgeval instruments any function with OpenTelemetry-based tracing to capture inputs, outputs, and LLM token usage. It defines prompt-based scorers to evaluate agent behaviors at scale, producing scored and labeled outputs that describe how agents acted. The platform automatically scores live production traffic server-side and surfaces detected behaviors as structured signals for agent improvement and monitoring.