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Best MLflow GenAI Evaluation Alternatives in 2026

Updated

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

  1. 1
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo8.0
    MLflow GenAI Evaluation vs Comet
  2. 2
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo8.0
    MLflow GenAI Evaluation vs Weights & Biases
  3. 3
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.7
    MLflow GenAI Evaluation vs GitLab Package Registry
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.7
    MLflow GenAI Evaluation vs MLRun
  5. 5
    Amazon SageMaker Autopilot Free trial apiWeb 7.6
    MLflow GenAI Evaluation vs Amazon SageMaker Autopilot
  6. 6
    DagsHub Free plan apiself-hostedWeb $99/mo7.6
    MLflow GenAI Evaluation vs DagsHub
  7. 7
    Lamin Free plan apiself-hostedWeb $20/mo7.6
    MLflow GenAI Evaluation vs Lamin
  8. 8
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.3
    MLflow GenAI Evaluation vs ClearML
  9. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.2
    MLflow GenAI Evaluation vs Trackio
  10. 10
    Databricks Notebooks Free plan Web Free7.1
    MLflow GenAI Evaluation vs Databricks Notebooks
  11. 11
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.1
    MLflow GenAI Evaluation vs Hopsworks AI Lakehouse
  12. 12
    InstantML Free plan apiWeb $199/mo7.0
    MLflow GenAI Evaluation vs InstantML
  13. 13
    Metaflow Free plan apiLinuxMacself-hostedWeb Free7.0
    MLflow GenAI Evaluation vs Metaflow
  14. 14
    mlop Free plan self-hostedWeb Free7.0
    MLflow GenAI Evaluation vs mlop
  15. 15
    Snowflake CoCo Free trial apiLinuxMacWebWin 7.0
    MLflow GenAI Evaluation vs Snowflake CoCo
  16. 16
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free7.0
    MLflow GenAI Evaluation vs TensorBoard
  17. 17
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.0
    MLflow GenAI Evaluation vs ZenML
  18. 18
    DVCLive Free plan api Free6.8
    MLflow GenAI Evaluation vs DVCLive
  19. 20
    Polyaxon Free plan apiself-hostedWeb Free6.8
    MLflow GenAI Evaluation vs Polyaxon
  20. 21
    Guild AI LinuxMacWebWin 6.7
    MLflow GenAI Evaluation vs Guild AI

MLflow GenAI Evaluation alternatives compared

#PlatformScoreFree planFromRuns on
1Comet8.0Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
2Weights & Biases8.0Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
3GitLab Package Registry7.7Free plan$2.42/moAPI, Linux, self-hosted, Web
4MLRun7.7Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5Amazon SageMaker Autopilot7.6No—API, Web
6DagsHub7.6Free plan$99/moAPI, self-hosted, Web
7Lamin7.6Free plan$20/moAPI, self-hosted, Web
8ClearML7.3Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
9Trackio7.2Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10Databricks Notebooks7.1Free planFreeWeb
11Hopsworks AI Lakehouse7.1Free planFreeAPI, Linux, self-hosted, Web
12InstantML7.0Free plan$199/moAPI, Web
13Metaflow7.0Free planFreeAPI, Linux, Mac, self-hosted, Web
14mlop7.0Free planFreeself-hosted, Web
15Snowflake CoCo7.0No—API, Linux, Mac, Web, Windows
16TensorBoard7.0Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
17ZenML7.0Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
18DVCLive6.8Free planFreeAPI
20Polyaxon6.8Free planFreeAPI, self-hosted, Web
21Guild AI6.7No—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 8.0 out of 10. The others here: Weights & Biases, GitLab Package Registry, MLRun and 16 more.

What is the best free alternative to MLflow GenAI Evaluation?

Comet is the best-ranked alternative with a free plan. 17 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.