Humanloop vs Opik
No clear leader: Humanloop (55.9) and Opik (52.8) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Capabilities
Feature-by-feature on the axes that matter for llm observability. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Humanloop
An enterprise platform that helps teams evaluate language model performance, manage and version prompts, and monitor AI systems in production.
Opik
A comprehensive observability and evaluation platform for debugging, testing, and monitoring LLM applications through detailed execution traces, prompt experimentation, and production dashboards.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Humanloop
Free trial. Monthly billing with no long-term commitment for standard plans; annual billing available for enterprise.
- Free TrialFree
- EnterpriseContact sales
- SSO + SAML
- Role-based access controls
- Hands-on support with SLA
- VPC deployment add-on
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
Humanloop
- Git
- CI/CD pipelines
- Vercel AI SDK
- OpenAI
- Anthropic
- CI/CD
Opik
- OpenTelemetry
Humanloop or Opik: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.