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Best MLflow GenAI Evaluation Alternatives in 2026

Updated

20 apps from ML experiment tracking software ranked against MLflow GenAI Evaluation on the same published basis.

  1. 1
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo6.7
    MLflow GenAI Evaluation vs Comet
  2. 2
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo6.7
    MLflow GenAI Evaluation vs Weights & Biases
  3. 3
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.6
    MLflow GenAI Evaluation vs ClearML
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.6
    MLflow GenAI Evaluation vs MLRun
  5. 5
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free6.6
    MLflow GenAI Evaluation vs TensorBoard
  6. 6
    Trackio Free plan apiLinuxMacself-hostedWeb Free6.6
    MLflow GenAI Evaluation vs Trackio
  7. 7
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.6
    MLflow GenAI Evaluation vs ZenML
  8. 8
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo6.5
    MLflow GenAI Evaluation vs GitLab Package Registry
  9. 9
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.5
    MLflow GenAI Evaluation vs Hopsworks AI Lakehouse
  10. 10
    Metaflow Free plan apiLinuxMacself-hostedWeb Free6.5
    MLflow GenAI Evaluation vs Metaflow
  11. 11
    Amazon SageMaker Autopilot Free trial apiWeb 6.4
    MLflow GenAI Evaluation vs Amazon SageMaker Autopilot
  12. 12
    DagsHub Free plan apiself-hostedWeb $99/mo6.4
    MLflow GenAI Evaluation vs DagsHub
  13. 13
    Databricks Notebooks Free plan Web Free6.4
    MLflow GenAI Evaluation vs Databricks Notebooks
  14. 14
    InstantML Free plan apiWeb $199/mo6.4
    MLflow GenAI Evaluation vs InstantML
  15. 15
    Lamin Free plan apiself-hostedWeb $20/mo6.4
    MLflow GenAI Evaluation vs Lamin
  16. 16
    mlop Free plan self-hostedWeb Free6.4
    MLflow GenAI Evaluation vs mlop
  17. 17
    DVCLive Free plan api Free6.3
    MLflow GenAI Evaluation vs DVCLive
  18. 19
    OpenML Free plan apiWeb Free6.3
    MLflow GenAI Evaluation vs OpenML
  19. 20
    Polyaxon Free plan apiself-hostedWeb Free6.3
    MLflow GenAI Evaluation vs Polyaxon
  20. 21
    Guild AI LinuxMacWebWin 5.7
    MLflow GenAI Evaluation vs Guild AI

MLflow GenAI Evaluation alternatives compared

#AppScoreFree planFromRuns on
1Comet6.7Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
2Weights & Biases6.7Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
3ClearML6.6Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
4MLRun6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5TensorBoard6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
6Trackio6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
7ZenML6.6Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
8GitLab Package Registry6.5Free plan$2.42/moAPI, Linux, self-hosted, Web
9Hopsworks AI Lakehouse6.5Free planFreeAPI, Linux, self-hosted, Web
10Metaflow6.5Free planFreeAPI, Linux, Mac, self-hosted, Web
11Amazon SageMaker Autopilot6.4No—API, Web
12DagsHub6.4Free plan$99/moAPI, self-hosted, Web
13Databricks Notebooks6.4Free planFreeWeb
14InstantML6.4Free plan$199/moAPI, Web
15Lamin6.4Free plan$20/moAPI, self-hosted, Web
16mlop6.4Free planFreeself-hosted, Web
17DVCLive6.3Free planFreeAPI
19OpenML6.3Free planFreeAPI, Web
20Polyaxon6.3Free planFreeAPI, self-hosted, Web
21Guild AI5.7No—Linux, Mac, Web, Windows
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Questions about MLflow GenAI Evaluation alternatives

What is the best alternative to MLflow GenAI Evaluation?

Comet, number 1 in ML experiment tracking software with a score of 6.7 out of 10. The others here: Weights & Biases, ClearML, MLRun and 16 more.

What is the best free alternative to MLflow GenAI Evaluation?

Comet is the best-ranked alternative with a free plan. 18 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.