Dots vs Llm.report

Side-by-side comparison · Updated September 2026

 DotsDotsLlm.reportLlm.report
DescriptionOpenAI's persistent agents for ongoing work across connected apps, with read-only proactive research and separate approval rules for actions.llm.report is an open-source logging and analytics service specifically designed for monitoring OpenAI API usage. Despite no longer being actively maintained, the platform continues to provide valuable insights into API performance. Users benefit from features such as real-time logging, detailed analytics, usage reports, and alerts, with various plans to accommodate different needs including a Free plan for small projects and a Pro plan for teams. The Enterprise plan offers additional support and compliance. llm.report is backed by a strong community and has earned positive testimonials from its users.
CategoryAI AgentsAPI Monitoring
RatingNo reviewsNo reviews
PricingPricing unavailableFreemium
Starting PriceN/AFree
Plans—
  • Free — Free
  • Pro — $20/mo
  • Enterprise — Contact for pricing
Use Cases—
  • App Developers
  • Data Scientists
  • Startup Teams
  • Enterprise Users
Tags
logginganalyticsOpenAI APIreal-time
Features
Persistent assignments on a separate cloud computer
Connected-app context with Activity View to inspect and redirect work
Read-only proactive research; actions follow connected-app rules and approval controls
Real-time logging
Detailed user analytics
Usage reports
Alerts
Unlimited logs (Pro)
Tracking multiple API keys
Data exports
SOC 2 compliance
24/7/365 priority support
Priority feature requests
Private Slack channel
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