LiteLLM Lens Launches Agent Trace Analysis

LiteLLM is betting that agent observability must move beyond dashboards into automated diagnosis.

• –Teams define expected behavior and questions, then Lens scans runs on demand or on a schedule
• –Findings preserve evidence links to the exact trace steps, making issues easier to reproduce and fix
• –ClickHouse stores traces while PostgreSQL stores investigations, with the analysis worker running on customer infrastructure
• –The approach depends heavily on complete OpenTelemetry instrumentation and the quality of the selected analysis model
• –LiteLLM is expanding from model routing into the control plane for agent quality, cost, and reliability