NativeArc automatically instruments every agent and tool execution with detailed telemetry—track inputs, outputs, latencies, retries, and errors at each step of your workflow.

Reproduce failures instantly with NativeArc’s visual replay of live sessions—drill into each tool call, API response, and intermediate state without re-running agents.

Performance insights are fully integrated with NativeArc's orchestration engine—link performance regressions to recent deployment changes or config diffs instantly.

Understand exactly how each agent and chain performs: token consumption, cost per run, latency breakdowns, and throughput—all streamed in real time via NativeArc’s observability layer.

NativeArc auto-generates dashboards per workflow or environment, exposing health, usage trends, and error rates across production, staging, or test deployments

Export telemetry data to your own Grafana or Prometheus setup, or feed into custom monitoring pipelines via NativeArc’s native OpenTelemetry support.