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Observability

See what your agents do in production: what they log, how long each step takes, what each model call cost, and whether the process is healthy.

  • Monitor agents: structured logs, OpenTelemetry traces and metrics, a Prometheus endpoint, health checks and structured agent traces.
  • LLM calls: capture every model call as an LLMCallLog event with prompt, response, usage, cost and timing, or trace it as a GenAI span.
  • Sampling: decide per event whether to capture, drop or down-sample, and cap volume per tenant.

To score what agents answer rather than how they run, see Evaluation.