These platforms provide deep visibility into complex infrastructure by correlating metrics, logs, and distributed traces into a unified view of your stack. They allow engineering teams to pinpoint the root cause of performance bottlenecks and service interruptions before they impact your users. When selecting a tool, prioritize the breadth of your existing integrations, the granularity of your technical data retention, and how effectively the interface helps your team distinguish between actionable noise and critical system failures.

Preempt performance and scaling issues in pre-production

Trace LLM requests + costs with OpenTelemetry monitoring

LLM-usage observability and monitoring tool

Monitoring and observability tool for Claude Code

Open-source LLM observability in one line of code

Memory for AI agents you can actually inspect

Unified AI SDK with built-in observability

See what your AI coding agents think, cost and do