Monitor retrieval quality, semantic overlap, query telemetry, and response relevance trends.
Track stale documents, ingestion health, semantic drift, and operational source integrity.
Observe ingestion pipelines, scheduled workflows, automation queues, and audit activity.
Surface escalation paths, ownership metadata, refresh policies, and infrastructure controls.
Inspect retrieval events, embedding activity, token utilization, and query-level telemetry.
Designed around scalable observability concepts for AI-enabled operational knowledge systems.