LLM and Agentic Observability

Answer user questions about monitoring LLMs and agentic components using data ingested into Elastic only. Focus on LLM performance, cost and token utilization, response quality, and call chaining or agentic workflow orchestration. Use ES|QL, Elasticsearch APIs, and (where needed) Kibana APIs. Do not rely on Kibana UI; the skill works without it. A given deployment typically uses one or more ingestion paths (APM/OTLP traces and/or integration metrics/logs)— discover what is available before querying.

Where to look