Logfire provides observability tooling specifically for AI systems, including LLM tracing, agent monitoring, and evaluation capabilities. It integrates with Pydantic AI and supports OpenTelemetry standards to give visibility into AI application behavior including database queries, event loops, and Python profiling. The platform uses SQL for querying telemetry data and provides dashboards for engineering teams to monitor AI system performance.