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AI Observability
See every decision your agent makes.
Traces, cost attribution, incident replay, and security findings — all in one view. Guardra turns your black-box LLM app into a system you can operate like any other production service.
OpenTelemetry-native
Emit spans from any agent framework — LangChain, LangGraph, CrewAI, LlamaIndex, custom. Guardra is the security plane, not a replacement for your logs.
Cost attribution
Per-span token accounting. Per-project budgets. Anomaly alerts. Automatic model routing when cheaper models would do.
Incident replay
When an agent misbehaves, replay the full trace — prompts, tool args, memory state — with time travel through every decision.
Security-in-context
Every span is enriched with findings. You don't page-jump between security tools and tracing — it's the same pane of glass.
Works with what you already run
OpenTelemetryLangSmithLangFuseArizeWhyLabsDatadog LLM ObservabilityHoneycombGrafana Tempo