OBSERVABILITYAI SRE

Distributed Tracing for AI

Tracing connects each AI request across gateway, retrieval, model, agent and tool spans.

WHY IT MATTERS

Without a trace, teams guess which stage caused latency or failure.

PRODUCTION EXAMPLE

One trace shows 600ms retrieval, 1.4s model prefill and a 4.8s CRM tool call—the actual bottleneck.

SRE DECISION

Do traces preserve enough metadata to debug without logging sensitive content?

REMEMBERTrace structure and timing; avoid collecting secrets by default.
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