The product connects to existing observability platforms, inventories dashboards, alerts, telemetry sources, and logging pipelines, then flags missing instrumentation, duplicate alerts, stale dashboards, and inconsistent service coverage. It provides configuration recommendations and change reports so platform, SRE^?, and production engineering teams can keep monitoring usable without manually reviewing every integration.

Observability stacks are becoming multi-vendor and OpenTelemetry-driven, while companies are hiring dedicated engineers to manage monitoring quality at scale. This creates demand for tooling that reduces the manual burden of keeping observability accurate and configurable.