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Grafana AI vs Singularity XDR AI

A direct comparison using the real catalog fields currently available for both products.

Last updated

Grafana AI favicon

Grafana AI

Grafana Labs

Singularity XDR AI favicon

Singularity XDR AI

SentinelOne

Overview
Rating
4.630,000 reviews
4.71,900 reviewsTop rated
Category
Developer Tools
Developer Tools
Subcategory
AI Open Source Observability Platform
AI Cybersecurity
Company
Grafana Labs
SentinelOne
Status
Active
Active
Launch year
2023
2013
Tags
observabilityopen-sourcemonitoringaidashboardsmetrics
cybersecurityEDRXDRautonomous AIthreat huntingendpoint protectioncloud security
Pricing
Starting price
FreeBest value
Free
Pricing model
Open Source
Subscription
Free plan
Yes
No
Free trial
✕
✓
Pricing notes

Open source Grafana is free. Grafana Cloud free tier (50GB metrics, 50GB logs). Pro $299/month. Enterprise custom.

Custom enterprise; Singularity platform modular pricing

Capabilities
Best for
Metrics, logs, and traces unified visualisationML anomaly detection on metricsLog management with AI analysisOpen source monitoring stackCustom observability dashboards

Enterprise security teams wanting autonomous AI-powered EDR/XDR with natural language threat hunting.

Target audience
DevOps engineersSREsPlatform engineersMonitoring and observability teamsAny team needing custom dashboards
Security operations teamsCISOsThreat huntersEnterprise IT securityMSSPs
AI type
ML Platform
Generative AIAutonomous MLAnomaly DetectionNLP
Modalities
Data
TextData
Technical
Model provider
Grafana Labs
Proprietary
Model names
—
Purple AISingularity AI
API available
✓
✓
Open source
✓
✕
Deployment
Open SourceSaaSSelf-hosted
Cloud
Platforms
WebAPI
WebWindowsmacOSLinuxiOSAndroid
Integrations
PrometheusInfluxDBElasticsearchDatadogAWS CloudWatch400+ pluginsAPI
SplunkMicrosoft SentinelServiceNowOktaAWSAzureGoogle Cloud
Team collaboration
✓
✓
Trust & security
Security

SOC 2 Type II. GDPR compliant. Open source self-hosted option. Grafana Cloud enterprise data handling agreements.

FedRAMP HighSOC 2 Type IIISO 27001GDPRCCPA
Privacy notes

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.

FedRAMP High authorized; data residency options; strict enterprise controls

Verdict
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
  • Purple AI NL threat hunting best in class
  • Storyline autonomous investigation unique
  • 1-click remediation saves hours
  • FedRAMP High
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
  • Less brand recognition than CrowdStrike
  • Data Lake expensive at scale
  • Smaller integration ecosystem

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Grafana AI best for

Metrics, logs, and traces unified visualisation
ML anomaly detection on metrics
Log management with AI analysis
Open source monitoring stack
Custom observability dashboards

Singularity XDR AI best for

Enterprise security teams wanting autonomous AI-powered EDR/XDR with natural language threat hunting.

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