Best mlop Alternatives in 2026
Updated
20 apps from ML experiment tracking software ranked against mlop on the same published basis.
- 1mlop vs Weights & Biases
- 2mlop vs Comet
- 3mlop vs DagsHub
- 4mlop vs GitLab Package Registry
- 5mlop vs Amazon SageMaker Autopilot
- 6mlop vs ClearML
- 7mlop vs Databricks Notebooks
- 8mlop vs Hopsworks AI Lakehouse
- 9mlop vs TensorBoard
- 10mlop vs ZenML
- 11mlop vs Metaflow
- 12mlop vs MLflow GenAI Evaluation
- 13mlop vs MLRun
- 14mlop vs OpenML
- 15mlop vs Polyaxon
- 16mlop vs Trackio
- 17mlop vs Guild AI
- 18mlop vs LUML Flow
- 19mlop vs MLXP
- 20mlop vs Oríon
mlop alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Weights & Biases | 7.8 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Comet | 6.4 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 3 | DagsHub | 6.4 | Free plan | $99/mo | API, self-hosted, Web |
| 4 | GitLab Package Registry | 6.4 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 5 | Amazon SageMaker Autopilot | 6.3 | No | — | API, Web |
| 6 | ClearML | 6.3 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 7 | Databricks Notebooks | 6.3 | Free plan | Free | Web |
| 8 | Hopsworks AI Lakehouse | 6.3 | Free plan | Free | API, Linux, self-hosted, Web |
| 9 | TensorBoard | 6.3 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | ZenML | 6.3 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 11 | Metaflow | 6.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web |
| 12 | MLflow GenAI Evaluation | 6.2 | Free plan | Free | API, self-hosted, Web |
| 13 | MLRun | 6.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 14 | OpenML | 6.2 | Free plan | Free | API, Web |
| 15 | Polyaxon | 6.2 | Free plan | Free | API, self-hosted, Web |
| 16 | Trackio | 6.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 17 | Guild AI | 5.8 | No | — | Linux, Mac, Web, Windows |
| 18 | LUML Flow | 5.8 | No | — | — |
| 19 | MLXP | 5.6 | No | — | — |
| 20 | Oríon | 5.6 | No | — | Linux, Mac, Windows |
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Questions about mlop alternatives
What is the best alternative to mlop?
Weights & Biases, number 1 in ML experiment tracking software with a score of 7.8 out of 10. The others here: Comet, DagsHub, GitLab Package Registry and 16 more.
What is the best free alternative to mlop?
Weights & Biases is the best-ranked alternative with a free plan. 15 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation.