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MLflow vs Opik

A side-by-side comparison of MLflow and Opik — pricing, license, deployment, and where each tool wins.

MLflow
mlflow.org

An open-source platform for tracking ML experiments, evaluating models and prompts, deploying models, and adding LLM observability.

Opik
github.com

An open-source platform for tracing, evaluating, and monitoring LLM applications.

FeatureMLflowOpik
PricingFreeFree
ModelOpen-sourceOpen-source
Licenseopen-sourceopen-source
DeploymentCloud, Self-hostedCloud, Self-hosted
CategoryCode & DevelopmentCode & Development
Self-hostedYesYes
Free tierYesYes

Pick MLflow if…

  • You prefer MLflow's feature set or ecosystem fit.

Pick Opik if…

  • You prefer Opik's feature set or ecosystem fit.