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Best MLflow GenAI Evaluation Alternatives in 2026

Updated

20 tools 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
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.6
    MLflow GenAI Evaluation vs MLRun
  4. 4
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.5
    MLflow GenAI Evaluation vs GitLab Package Registry
  5. 5
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.4
    MLflow GenAI Evaluation vs ClearML
  6. 6
    Amazon SageMaker Autopilot Free trial apiWeb 7.3
    MLflow GenAI Evaluation vs Amazon SageMaker Autopilot
  7. 7
    DagsHub Free plan apiself-hostedWeb $99/mo7.3
    MLflow GenAI Evaluation vs DagsHub
  8. 8
    Lamin Free plan apiself-hostedWeb $20/mo7.3
    MLflow GenAI Evaluation vs Lamin
  9. 9
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free7.3
    MLflow GenAI Evaluation vs TensorBoard
  10. 10
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.3
    MLflow GenAI Evaluation vs Trackio
  11. 11
    Snowflake CoCo Free trial apiLinuxMacWebWin 7.2
    MLflow GenAI Evaluation vs Snowflake CoCo
  12. 12
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.2
    MLflow GenAI Evaluation vs ZenML
  13. 13
    Guild AI LinuxMacWebWin 7.1
    MLflow GenAI Evaluation vs Guild AI
  14. 14
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.1
    MLflow GenAI Evaluation vs Hopsworks AI Lakehouse
  15. 15
    Databricks Notebooks Free plan Web Free7.0
    MLflow GenAI Evaluation vs Databricks Notebooks
  16. 16
    Metaflow Free plan apiLinuxMacself-hostedWeb Free7.0
    MLflow GenAI Evaluation vs Metaflow
  17. 17
    InstantML Free plan apiWeb $199/mo6.9
    MLflow GenAI Evaluation vs InstantML
  18. 18
    mlop Free plan self-hostedWeb Free6.9
    MLflow GenAI Evaluation vs mlop
  19. 19
    DVCLive Free plan api Free6.7
    MLflow GenAI Evaluation vs DVCLive
  20. 20
    FastTrackML apiLinuxMacself-hostedWeb 6.7
    MLflow GenAI Evaluation vs FastTrackML

MLflow GenAI Evaluation alternatives compared

#ToolScoreFree 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
3MLRun7.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
4GitLab Package Registry7.5Free plan$2.42/moAPI, Linux, self-hosted, Web
5ClearML7.4Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
6Amazon SageMaker Autopilot7.3No—API, Web
7DagsHub7.3Free plan$99/moAPI, self-hosted, Web
8Lamin7.3Free plan$20/moAPI, self-hosted, Web
9TensorBoard7.3Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10Trackio7.3Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
11Snowflake CoCo7.2No—API, Linux, Mac, Web, Windows
12ZenML7.2Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
13Guild AI7.1No—Linux, Mac, Web, Windows
14Hopsworks AI Lakehouse7.1Free planFreeAPI, Linux, self-hosted, Web
15Databricks Notebooks7.0Free planFreeWeb
16Metaflow7.0Free planFreeAPI, Linux, Mac, self-hosted, Web
17InstantML6.9Free plan$199/moAPI, Web
18mlop6.9Free planFreeself-hosted, Web
19DVCLive6.7Free planFreeAPI
20FastTrackML6.7No—API, Linux, Mac, self-hosted, 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, MLRun, GitLab Package Registry and 16 more.

What is the best free alternative to MLflow GenAI Evaluation?

Comet is the best-ranked alternative with a free plan. 16 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.