Campaign landing
AI observability platforms
Low latency does not prove an AI system is healthy.
Latency is green while task success collapses. Teams cannot see why an agent looped, which tool failed, or when retrieval quality drifted.
Why common approaches fail
Infra APM and chat logs are not an AI failure taxonomy. Without traces tied to tasks, evals, and tool outcomes, operators guess.
Related failure modes
Evidence
Full capability write-up: AI observability platforms.