Grafana Cloud AI & ML

Docs: https://grafana.com/docs/grafana-cloud/alerting-and-irm/machine-learning/

Grafana Assistant

Context-aware LLM sidebar agent (GA). Integrates with your Grafana Cloud stack.

Capabilities:

• Convert natural language to PromQL/LogQL/TraceQL
• Explain existing queries in plain English
• Build and edit dashboards from descriptions
• Investigate incidents (correlate metrics, logs, traces)
• MCP server integration — connect external tools to Assistant
• RBAC controls per organization
• Slack integration for on-call workflows

Assistant Investigations (public preview): Multi-agent autonomous incident analysis mode — launches multiple specialized agents in parallel to investigate different signals.