What is Grafana Assistant?

It is an AI-driven assistant designed to help users interact with the Grafana observability platform using natural language to query data, build dashboards, and solve incidents.

Can I use it with self-hosted Grafana?

Yes, you can use Grafana Assistant with self-hosted (OSS or Enterprise) deployments by connecting them to a Grafana Cloud stack that provides the AI backend.

Does it support PromQL and LogQL?

Yes, it can generate, explain, and optimize queries for Prometheus (PromQL), Loki (LogQL), Tempo (TraceQL), and various SQL databases.

Is my data used to train the AI?

Grafana Labs states that conversations are routed through vetted service providers with strict privacy controls, and user data is not used to train the underlying foundation models.

What are 'Investigations' in Grafana Assistant?

Investigations (currently in public preview) use AI agents to automatically analyze multiple telemetry signals to help identify the cause of an incident without manual syntax work.

How is the tool billed?

Billing is based on active users and message volume. Free tiers have hard limits, while Pro and Enterprise tiers offer higher usage with pay-as-you-go options for additional prompts.

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AI Observability

Freemium

Grafana Assistant

An AI-powered observability assistant for Grafana that helps users query telemetry, build dashboards, and troubleshoot incidents using natural language and automated investigations.

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Rating

Reviews

Upvotes

3 months ago

Listed

AI Observability

DevOps

Cloud Monitoring

Incident Response

SRE Tools

Dashboard Automation

PromQL Generator

Log Analysis

AIOps

Infrastructure Monitoring

Tool information

Provider

Grafana Labs

Platforms

Web

Self-Hosted

Slack

Languages

English

API Available

Yes

Added to directory

3 months ago

Last updated

about 1 month ago

Rating

Not available

Pricing

Freemium

About Grafana Assistant

What the tool does and who it's for

Grafana Assistant is an AI-powered observability companion integrated into Grafana Cloud and self-hosted environments. It leverages a purpose-built large language model (LLM) to help SREs, developers, and operators interact with their telemetry data using natural language. The tool enables users to generate complex PromQL, LogQL, and TraceQL queries, create and modify dashboards, and troubleshoot incidents through automated investigations. It functions as an intelligent agent that understands the context of your specific infrastructure, offering 'infrastructure memory' to correlate signals across metrics, logs, and traces. Designed with enterprise-grade security, it respects existing RBAC and auditing layers while providing actionable insights to reduce Mean Time to Repair (MTTR).

Key capabilities

Natural Language Querying: Generate and explain PromQL, LogQL, TraceQL, and SQL queries using simple English prompts.

Automated Investigations: Launch multi-agent investigations to correlate signals across telemetry and identify root causes faster.

Dashboard Generation: Create, scaffold, and modify Grafana dashboards and panels via chat commands.

Infrastructure Memory: Automatically builds context about your services to provide more accurate, environment-specific answers.

On-Premise Support: Connect self-hosted Grafana deployments to the Grafana Cloud AI backend for a hybrid experience.

Slack Integration: Interact with the assistant and troubleshoot issues directly within Slack channels.

Context-Aware Assistance: Mentions specific data sources, dashboards, or panels using '@' for precise context.

Security & RBAC: Fully respects existing Grafana permissions, ensuring AI responses only use data the user is authorized to see.

Pricing

Freemium — plans below

Free

Hard limit on monthly prompts
Access to basic chat and dashboarding
Community support
10k active metrics series included

Pro

Enterprise

Contact sales

Annual spend commit (starts at $25,000/yr)
Custom usage limits and volume discounts
Premium 24/7 support
Advanced security and compliance (FedRAMP/PCI)

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