Assistant studies your infrastructure and builds a persistent knowledge base. By the time you ask your first question, it already knows what's running, how it's connected, and where to look.

Grafana is an open-source analytics and monitoring platform that allows users to visualize and analyze metrics from various data sources. The Grafana blog covers topics such as data visualization, monitoring best practices, and new features in Grafana software. Developers and data engineers can learn how to leverage Grafana for monitoring infrastructure, analyzing performance metrics, and creating interactive dashboards for data-driven decision-making.

Grafana Labs

Grafana Assistant now proactively builds a persistent knowledge base of your infrastructure before you ask any questions. A swarm of AI agents automatically scans connected Prometheus, Loki, and Tempo data sources to discover services, metrics, deployment topology, dependencies, and log structures. This knowledge is stored in a vector database and refreshed weekly, enabling faster, more accurate incident response without requiring users to manually provide context. The feature is available automatically to all Grafana Cloud customers using Assistant, with no configuration required, and respects existing access controls.

Faster fixes, less context sharing: how Grafana Assistant learns your infrastructure before you even ask