Observability

Logging, tracing, and monitoring platforms that ingest telemetry and expose queries, dashboards, and alerts over APIs. Headless observability means an agent can read the same signals a human operator would: query metrics and traces, inspect logs, and open or resolve alerts programmatically. This is the feedback loop that lets agents detect regressions, diagnose incidents, and verify their own changes. Vendors differ most in whether query and alerting APIs are first-class or bolted on beneath a dashboard-first product. An observability backend is agent-ready when the telemetry, the query layer, and the alert lifecycle are all reachable without the UI.