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Best Outerbounds Alternatives in 2026

Updated

20 apps from MLOps platforms ranked against Outerbounds on the same published basis.

  1. 1
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo6.8
    Outerbounds vs Weights & Biases
  2. 2
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.7
    Outerbounds vs ClearML
  3. 3
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.6
    Outerbounds vs MLRun
  4. 4
    Paperspace Gradient Free plan LinuxMacWebWin $8/mo6.6
    Outerbounds vs Paperspace Gradient
  5. 5
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.6
    Outerbounds vs ZenML
  6. 6
    Metaflow Free plan apiLinuxMacself-hostedWeb Free6.5
    Outerbounds vs Metaflow
  7. 7
    Opik Free plan apiLinuxself-hostedWeb $19/mo6.5
    Outerbounds vs Opik
  8. 8
    Amazon SageMaker Autopilot Free trial apiWeb 6.4
    Outerbounds vs Amazon SageMaker Autopilot
  9. 9
    Databricks Notebooks Free plan Web Free6.4
    Outerbounds vs Databricks Notebooks
  10. 11
    Polyaxon Free plan apiself-hostedWeb Free6.4
    Outerbounds vs Polyaxon
  11. 12
    MLflow GenAI Evaluation Free plan apiself-hostedWeb Free6.3
    Outerbounds vs MLflow GenAI Evaluation
  12. 13
    Canonical MLOps Linuxself-hostedWeb 5.5
    Outerbounds vs Canonical MLOps
  13. 14
    H2O.ai apiiOSself-hostedWeb 5.5
    Outerbounds vs H2O.ai
  14. 15
    DataRobot Free trial apiLinuxself-hostedWeb 5.4
    Outerbounds vs DataRobot
  15. 16
    Alibaba Cloud Machine Learning Platform for AI Web $0.06/mo5.3
    Outerbounds vs Alibaba Cloud Machine Learning Platform for AI
  16. 17
    Tencent Cloud TI-ONE Web $0.20/mo5.3
    Outerbounds vs Tencent Cloud TI-ONE
  17. 18
    Valohai Free trial apiLinuxself-hostedWeb 5.1
    Outerbounds vs Valohai
  18. 19
    Domino Model Monitor apiself-hostedWeb 5.0
    Outerbounds vs Domino Model Monitor
  19. 20
    Flyte Web 5.0
    Outerbounds vs Flyte
  20. 21
    Kubeflow Notebooks Web 4.9
    Outerbounds vs Kubeflow Notebooks

Outerbounds alternatives compared

#AppScoreFree planFromRuns on
1Weights & Biases6.8Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2ClearML6.7Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
3MLRun6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
4Paperspace Gradient6.6Free plan$8/moLinux, Mac, Web, Windows
5ZenML6.6Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
6Metaflow6.5Free planFreeAPI, Linux, Mac, self-hosted, Web
7Opik6.5Free plan$19/moAPI, Linux, self-hosted, Web
8Amazon SageMaker Autopilot6.4No—API, Web
9Databricks Notebooks6.4Free planFreeWeb
11Polyaxon6.4Free planFreeAPI, self-hosted, Web
12MLflow GenAI Evaluation6.3Free planFreeAPI, self-hosted, Web
13Canonical MLOps5.5No—Linux, self-hosted, Web
14H2O.ai5.5No—API, iOS, self-hosted, Web
15DataRobot5.4No—API, Linux, self-hosted, Web
16Alibaba Cloud Machine Learning Platform for AI5.3No$0.06/moWeb
17Tencent Cloud TI-ONE5.3No$0.20/moWeb
18Valohai5.1No—API, Linux, self-hosted, Web
19Domino Model Monitor5.0No—API, self-hosted, Web
20Flyte5.0No—Web
21Kubeflow Notebooks4.9No—Web
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Questions about Outerbounds alternatives

What is the best alternative to Outerbounds?

Weights & Biases, number 1 in MLOps platforms with a score of 6.8 out of 10. The others here: ClearML, MLRun, Paperspace Gradient and 16 more.

What is the best free alternative to Outerbounds?

Weights & Biases is the best-ranked alternative with a free plan. 10 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.