Harnessing Grafana Assistant: Customizing Your AI Agent for Observability

Grafana Assistant exists to enhance your observability experience by leveraging a purpose-built LLM agent within Grafana Cloud. It addresses the challenge of managing vast amounts of observability data by providing intelligent, context-aware interactions that help you derive insights quickly and efficiently.

The Assistant operates through a custom plugin that runs in your browser. Your raw observability data remains securely within your Grafana instance, while only processed summaries and results are transmitted. This architecture ensures that your sensitive data stays protected. The Assistant also maintains transparency by displaying the full conversation history, allowing you to see how it arrived at its conclusions. Any errors or warnings encountered during tool usage are fed back into the conversation, enabling the Assistant to learn and improve over time.

In production, you can create specialized documents called Assistant skills to guide the AI with specific instructions and context. This customization is crucial for tailoring the Assistant to your unique environment. The auto-approve feature allows you to write runbooks and connect to other tools seamlessly, making it easier to automate responses and actions based on your observability data. Be aware that while this tool is powerful, it’s essential to monitor its outputs and ensure it aligns with your operational needs, especially as it evolves with new features introduced in GrafanaCON 2026.