Grafana AI
Grafana Labs / grafana.com
AI-powered open source observability platform providing metrics (Prometheus), logs (Loki), traces (Tempo), and dashboards with AI query assistance, anomaly detection, and incident management.
Pricing
Free
Free plan
Yes
Category
Developer Tools
Platforms
3
Rating
4.6 (35000)
Free plan
Yes
API access
Yes
Open source
Yes
Platforms
3
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What is Grafana AI?
Grafana is the most widely used open source observability platform — providing the visualisation, alerting, and dashboarding layer over Prometheus metrics, Loki logs, Tempo traces, and 300+ data sources. Grafana AI features include natural language query generation — describing what to observe in plain language and receiving appropriate PromQL or LogQL queries. Machine Learning in Grafana Cloud applies anomaly detection to time-series metrics without manual threshold configuration. Grafana Incident provides AI-assisted incident response with correlated timelines and AI-drafted post-mortems. The LGTM stack (Loki + Grafana + Tempo + Mimir) provides a complete open source observability suite competing with Datadog on cost. 20 million users including The New York Times, Bloomberg, and eBay validate Grafana as the observability industry standard.
How Grafana AI works
Grafana AI runs as llm assistant software built around data and text workflows. Users typically start with a prompt, upload, or connected data source, and the underlying model handles the heavy lifting before returning a result you can refine or export. It's available on web, cli, and api, with API access for teams that want to embed it into their own products.
What makes it worth shortlisting
The capabilities that matter most for teams evaluating Grafana AI.
AI query generation
Natural language descriptions generating PromQL, LogQL, and TraceQL queries — making Grafana observability data accessible to engineers unfamiliar with query syntax.
Machine Learning anomaly detection
Identifies unusual patterns in time-series metrics without manual threshold configuration — adaptive alerting learning normal variation to reduce alert fatigue.
Grafana Incident
AI-correlated incident timelines and AI-drafted post-mortems from observability data — reducing manual investigation and post-incident documentation work.
Best use cases
Who should use it
Pros
- 20 million users validate Grafana as the observability industry standard across technology organisations
- Open source self-hosting provides cost-effective observability for high-volume telemetry without per-GB pricing
- AI query generation makes PromQL and LogQL accessible to developers unfamiliar with query syntax
- LGTM stack competes on cost with Datadog and New Relic for the same observability capabilities
Cons
- Query language complexity remains a barrier even with AI assistance for complex queries
- Self-hosted requires infrastructure expertise — Grafana Cloud managed service addresses this at higher cost
- Competing with Datadog (covered), New Relic, and Dynatrace for observability market share
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Is it worth the price?
Open source self-hosted free. Grafana Cloud free tier (limited). Enterprise from $299/month. Custom enterprise available.
Model
Open Source
Starting price
Free
Free trial
No
Tools like Grafana AI
Datadog (covered) provides managed observability. New Relic provides cloud observability. Dynatrace provides AIOps observability. Honeycomb provides high-cardinality observability. Prometheus provides open source metrics without Grafana visualisation.
Grafana AI vs Hugging Face
A side-by-side look at the closest alternative in this category.
Grafana AI
Grafana Labs
Hugging Face
Hugging Face
Open source self-hosted free. Grafana Cloud free tier (limited). Enterprise from $299/month. Custom enterprise available.
Free for most models and Spaces. Pro $9/month for private models, priority inference, and ZeroGPU. Enterprise Hub from $20/user/month for team collaboration and security.
Grafana Labs SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements. Self-hosted maintains all data on customer infrastructure.
Enterprise Hub includes SSO, access controls, audit logs, and private infrastructure. SOC 2 compliant.
Self-hosted Grafana keeps all telemetry data on customer infrastructure. Grafana Cloud processes metrics, logs, and trace data on Grafana Labs managed infrastructure.
Public models and datasets are openly accessible. Enterprise Hub provides private model storage with data handling agreements. Review individual model licences before commercial deployment.
- 20 million users validate Grafana as the observability industry standard across technology organisations
- Open source self-hosting provides cost-effective observability for high-volume telemetry without per-GB pricing
- AI query generation makes PromQL and LogQL accessible to developers unfamiliar with query syntax
- LGTM stack competes on cost with Datadog and New Relic for the same observability capabilities
- De facto standard hub for open source AI models with 500,000+ available
- Transformers library provides consistent API for diverse model families
- Spaces enable easy demo deployment without web infrastructure
- Free for public models and strong community support
- Query language complexity remains a barrier even with AI assistance for complex queries
- Self-hosted requires infrastructure expertise — Grafana Cloud managed service addresses this at higher cost
- Competing with Datadog (covered), New Relic, and Dynatrace for observability market share
- Technical platform primarily for developers and researchers
- Inference API quality varies for very large or complex models
- Navigation complexity increases with scale of the platform
Technical & deployment info
Key facts about model providers, platforms, and team support.
Model Provider
OpenAI, Grafana
Platforms
Web, CLI, API
Deployment
Open Source, SaaS, Self-hosted
Integrations
Prometheus, Datadog, CloudWatch, Elasticsearch, Kubernetes, 300+ plugins, API
Team Collaboration
Yes
Launch Year
2023
Security & privacy
Compliance signals and data-handling notes as reported by the vendor.
Grafana Labs SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements. Self-hosted maintains all data on customer infrastructure.
Self-hosted Grafana keeps all telemetry data on customer infrastructure. Grafana Cloud processes metrics, logs, and trace data on Grafana Labs managed infrastructure.
What users are saying
Verified reviews from signed-in users, stored in the backend and averaged into this tool's rating.
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Common questions about Grafana AI
Editorial Verdict
Should you use Grafana AI?
Grafana is the essential AI observability platform for engineering teams wanting open source metrics, logs, and traces with AI query assistance, anomaly detection, and incident management.
Last verified July 24, 2026.