Grafana AI
Grafana Labs / grafana.com
AI-enhanced open source observability platform for visualising metrics, logs, and traces with ML anomaly detection, natural language query generation, and AI alert suggestions.
Pricing
Free
Free plan
Yes
Category
Developer Tools
Platforms
2
Rating
4.6 (30000)
Free plan
Yes
API access
Yes
Open source
Yes
Platforms
2
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What is Grafana AI?
Grafana is the world's most widely deployed open source observability dashboarding platform, used by organisations to visualise metrics from Prometheus, InfluxDB, Elasticsearch, and hundreds of other data sources in a single interface. Its AI features bring ML-powered anomaly detection and natural language querying to the open source standard in monitoring dashboards.
Grafana Machine Learning uses ML models trained on historical metric data to detect anomalies and predict future metric values — alerting when metrics deviate from predicted ranges rather than static thresholds. For metrics with seasonal patterns (daily peaks, weekly rhythms), ML prediction provides more accurate anomaly detection than manual threshold configuration.
Loki AI extends Grafana's log aggregation system (Loki) with AI-powered log pattern analysis — automatically identifying common log patterns, detecting anomalies in log streams, and suggesting queries from natural language descriptions for teams unfamiliar with LogQL query syntax.
Grafana OnCall, the incident management product, integrates with Grafana's alerting to route on-call notifications with AI deduplication and escalation intelligence.
The Grafana ecosystem spans hundreds of data source plugins — connecting observability data from any metric, log, or trace source into unified dashboards. This breadth makes Grafana the common visualisation layer across heterogeneous monitoring stacks.
How Grafana AI works
Grafana AI runs as ml platform software built around data 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 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.
Grafana Machine Learning
ML anomaly detection and prediction on metric time series learning historical patterns — more accurate than static threshold alerting for complex seasonal metrics.
400+ data source plugins
Connects to virtually any metric, log, or trace data source making Grafana the universal visualisation layer across heterogeneous monitoring stacks.
Loki log management
Scalable log aggregation with AI pattern analysis, anomaly detection, and natural language LogQL query generation for teams unfamiliar with log query syntax.
Best use cases
Who should use it
Pros
- Most widely deployed open source observability dashboard — largest plugin ecosystem and community
- ML anomaly detection without static threshold configuration for complex metric patterns
- Free tier and open source option provide access at no cost for teams of all sizes
- Unified visualisation across any monitoring source regardless of underlying tool
Cons
- AI features require Grafana Cloud — self-hosted lacks ML features without cloud connectivity
- Dashboard setup requires configuration expertise — not as turnkey as commercial observability platforms
- Competing with Datadog and New Relic who provide integrated observability without configuration overhead
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Is it worth the price?
Open source Grafana is free. Grafana Cloud free tier (50GB metrics, 50GB logs). Pro $299/month. Enterprise custom.
Model
Open Source
Starting price
Free
Free trial
No
Tools like Grafana AI
Datadog (covered) provides integrated observability without configuration. New Relic (covered) provides full-stack observability. Kibana provides Elasticsearch-based visualisation. Prometheus provides the time-series database commonly paired with Grafana.
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 Grafana is free. Grafana Cloud free tier (50GB metrics, 50GB logs). Pro $299/month. Enterprise custom.
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.
SOC 2 Type II. GDPR compliant. Open source self-hosted option. Grafana Cloud enterprise data handling agreements.
Enterprise Hub includes SSO, access controls, audit logs, and private infrastructure. SOC 2 compliant.
Grafana Cloud transmits metric, log, and trace data to Grafana Labs infrastructure. Self-hosted Grafana keeps all observability data on customer infrastructure — preferred option for sensitive data.
Public models and datasets are openly accessible. Enterprise Hub provides private model storage with data handling agreements. Review individual model licences before commercial deployment.
- Most widely deployed open source observability dashboard — largest plugin ecosystem and community
- ML anomaly detection without static threshold configuration for complex metric patterns
- Free tier and open source option provide access at no cost for teams of all sizes
- Unified visualisation across any monitoring source regardless of underlying tool
- 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
- AI features require Grafana Cloud — self-hosted lacks ML features without cloud connectivity
- Dashboard setup requires configuration expertise — not as turnkey as commercial observability platforms
- Competing with Datadog and New Relic who provide integrated observability without configuration overhead
- 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
Grafana Labs
Platforms
Web, API
Deployment
Open Source, SaaS, Self-hosted
Integrations
Prometheus, InfluxDB, Elasticsearch, Datadog, AWS CloudWatch, 400+ plugins, API
Team Collaboration
Yes
Launch Year
2023
Security & privacy
Compliance signals and data-handling notes as reported by the vendor.
SOC 2 Type II. GDPR compliant. Open source self-hosted option. Grafana Cloud enterprise data handling agreements.
Grafana Cloud transmits metric, log, and trace data to Grafana Labs infrastructure. Self-hosted Grafana keeps all observability data on customer infrastructure — preferred option for sensitive data.
What users are saying
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Common questions about Grafana AI
Editorial Verdict
Should you use Grafana AI?
Grafana is the essential open source observability dashboarding platform for engineering teams wanting unified visualisation across any monitoring source, with ML anomaly detection in Grafana Cloud.
Last verified July 24, 2026.