Observe your AI agents: End‑to‑end tracing with OpenLIT and Grafana Cloud

In a rapidly evolving world driven by AI, observability practitioners must adapt to monitor AI applications effectively, particularly AI agents. This text outlines how Grafana Cloud, in conjunction with the OpenLIT SDK, provides comprehensive monitoring solutions for AI agents by capturing agent-level telemetry and visualizing it via prebuilt dashboards. These tools offer insights into agent actions, tool calls, reasoning paths, and associated costs, enhancing performance optimization, troubleshooting, and quality assurance. Grafana Cloud integrates with OpenTelemetry standards to deliver distributed traces and metrics, enabling users to track response times, error rates, and token usage while ensuring compatibility with evolving conventions. The guide further explains how to set up and use these tools to collect and analyze data, emphasizing the importance of full sequence visibility, cost tracking, and performance optimization in managing AI agents.