Best MLOps Platforms in 2026
Updated
In short: Weights & Biases is ranked #1 of 25 as of 5 October 2026, ahead of ClearML and MLRun. The best-ranked option with a free plan is ClearML. The lowest first paid tier on this page is Alibaba Cloud Machine Learning Platform for AI at $0.06/mo.
Managing machine-learning work involves coordinating experiments, data, models, and the processes that move them toward deployment. Compare data versioning and experiment tracking with model registry, model serving, and pipeline orchestration. Managed compute can be another consideration, while free-plan availability and paid-from pricing offer cost context. Weights & Biases, ClearML, and MLRun are among the platforms represented, alongside Paperspace Gradient and ZenML. Use the listed capabilities to identify which parts of your workflow each option covers, and weigh those against the resources and pipeline support your team needs.
25 MLOps platforms ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
12 of the 25 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 1 | Weights & BiasesWeb · Windows · Mac · Linux · iPhone · Self-hosted · API | Three bars | — | 5 of 6 | $60/mo | 6.8 | |
| 2 | ClearMLWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | $15/mo | 6.7 | |
| 3 | MLRunWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | Free | 6.6 | |
| 4 | Paperspace GradientWeb · Windows · Mac · Linux | Three bars | — | 4 of 6 | $8/mo | 6.6 | |
| 5 | ZenMLWeb · Windows · Mac · Linux · Self-hosted · API | Three bars | — | 4 of 6 | $999/mo | 6.6 | |
| 6 | MetaflowWeb · Mac · Linux · Self-hosted · API | Three bars | — | 3 of 6 | Free | 6.5 | |
| 7 | OpikWeb · Linux · Self-hosted · API | Two bars | — | 2 of 6 | $19/mo | 6.5 | |
| 8 | Amazon SageMaker AutopilotWeb · API | Two bars | — | 1 of 6 | — | 6.4 | |
| 9 | Databricks NotebooksWeb | Two bars | — | 1 of 6 | Free | 6.4 | |
| 10 | OuterboundsWeb · API | Two bars | — | 1 of 6 | $2,499/mo | 6.4 | |
| 11 | PolyaxonWeb · Self-hosted · API | Two bars | — | 1 of 6 | Free | 6.4 | |
| 12 | MLflow GenAI EvaluationWeb · Self-hosted · API | Two bars | — | 1 of 6 | Free | 6.3 | |
| 13 | Canonical MLOpsWeb · Linux · Self-hosted | One bar | — | — | 2 of 6 | — | 5.5 |
| 14 | H2O.aiWeb · iPhone · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.5 |
| 15 | DataRobotWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.4 |
| 16 | Alibaba Cloud Machine Learning Platform for AIWeb | One bar | — | — | 1 of 6 | $0.06/mo | 5.3 |
| 17 | Tencent Cloud TI-ONEWeb | One bar | — | — | 1 of 6 | $0.20/mo | 5.3 |
| 18 | ValohaiWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.1 |
| 19 | Domino Model MonitorWeb · Self-hosted · API | One bar | — | — | 1 of 6 | — | 5.0 |
| 20 | FlyteWeb | No signal | — | — | 1 of 6 | — | 5.0 |
| 21 | Kubeflow NotebooksWeb | No signal | — | — | 1 of 6 | — | 4.9 |
| 22 | Oracle Code AssistWeb | One bar | — | — | 1 of 6 | — | 4.9 |
| 23 | Oracle Cloud Infrastructure Data ScienceWeb | No signal | — | — | 1 of 6 | — | 4.8 |
| 24 | Domino Data LabWeb | No signal | — | — | 1 of 6 | — | 4.7 |
| 25 | SAP Joule StudioNo platforms listed | No signal | — | — | 0 of 6 | — | 4.6 |
Compare all 25 in a table
| # | App | Score | Free plan | From | Free plan | Paid from | Experiment tracking | Model registry |
|---|---|---|---|---|---|---|---|---|
| 1 | Weights & Biases | 6.8 | Free plan | $60/mo | Yes | 60 /mo | Yes | Yes |
| 2 | ClearML | 6.7 | Free plan | $15/mo | Yes | — | Yes | Yes |
| 3 | MLRun | 6.6 | Free plan | Free | — | — | Yes | Yes |
| 4 | Paperspace Gradient | 6.6 | Free plan | $8/mo | Yes | 8 /mo | Yes | Yes |
| 5 | ZenML | 6.6 | Free plan | $999/mo | Yes | 999 /mo | Yes | Yes |
| 6 | Metaflow | 6.5 | Free plan | Free | Yes | — | Yes | — |
| 7 | Opik | 6.5 | Free plan | $19/mo | Yes | 19 /mo | — | — |
| 8 | Amazon SageMaker Autopilot | 6.4 | No | — | No | — | Yes | Yes |
| 9 | Databricks Notebooks | 6.4 | Free plan | Free | — | — | Yes | Yes |
| 10 | Outerbounds | 6.4 | Free plan | $2,499/mo | Yes | 2,499 /mo | Yes | Yes |
| 11 | Polyaxon | 6.4 | Free plan | Free | Yes | 555 /mo | Yes | Yes |
| 12 | MLflow GenAI Evaluation | 6.3 | Free plan | Free | Yes | — | — | — |
| 13 | Canonical MLOps | 5.5 | No | — | Yes | — | Yes | Yes |
| 14 | H2O.ai | 5.5 | No | — | — | — | — | — |
| 15 | DataRobot | 5.4 | No | — | — | — | — | — |
| 16 | Alibaba Cloud Machine Learning Platform for AI | 5.3 | No | $0.06/mo | Yes | — | Yes | Yes |
| 17 | Tencent Cloud TI-ONE | 5.3 | No | $0.20/mo | — | — | Yes | Yes |
| 18 | Valohai | 5.1 | No | — | No | — | Yes | Yes |
| 19 | Domino Model Monitor | 5.0 | No | — | No | — | Yes | Yes |
| 20 | Flyte | 5.0 | No | — | Yes | — | — | — |
| 21 | Kubeflow Notebooks | 4.9 | No | — | — | — | — | — |
| 22 | Oracle Code Assist | 4.9 | No | — | No | — | — | Yes |
| 23 | Oracle Cloud Infrastructure Data Science | 4.8 | No | — | No | — | — | Yes |
| 24 | Domino Data Lab | 4.7 | No | — | No | — | — | — |
| 25 | SAP Joule Studio | 4.6 | No | — | No | — | — | — |
Is your app on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.
Questions about this list
Which MLOps platform is ranked first on Freedom251?
Weights & Biases is ranked #1 of 25 with a score of 6.8. ClearML is second and MLRun third.
How many of these have a free plan?
11 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, Alibaba Cloud Machine Learning Platform for AI has the lowest first paid tier we found: $0.06/mo.
How is this list ranked?
Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.