Best mlop Alternatives in 2026
Updated
20 platforms from ML experiment tracking software ranked against mlop on the same published basis.
- 1mlop vs Comet
- 2mlop vs Weights & Biases
- 3mlop vs GitLab Package Registry
- 4mlop vs MLRun
- 5mlop vs Amazon SageMaker Autopilot
- 6mlop vs DagsHub
- 7mlop vs ClearML
- 8mlop vs Trackio
- 9mlop vs Hopsworks AI Lakehouse
- 10mlop vs Databricks Notebooks
- 11mlop vs Snowflake CoCo
- 12mlop vs TensorBoard
- 13mlop vs ZenML
- 14mlop vs MLflow GenAI Evaluation
- 15mlop vs Polyaxon
- 16mlop vs Guild AI
- 17mlop vs OpenML
- 18mlop vs Valohai
- 19mlop vs FastTrackML
- 20mlop vs LUML Flow
mlop alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Comet | 8.0 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 2 | Weights & Biases | 8.0 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | GitLab Package Registry | 7.7 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 4 | MLRun | 7.7 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | Amazon SageMaker Autopilot | 7.6 | No | — | API, Web |
| 6 | DagsHub | 7.6 | Free plan | $99/mo | API, self-hosted, Web |
| 7 | ClearML | 7.3 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | Hopsworks AI Lakehouse | 7.1 | Free plan | Free | API, Linux, self-hosted, Web |
| 10 | Databricks Notebooks | 7.0 | Free plan | Free | Web |
| 11 | Snowflake CoCo | 7.0 | No | — | API, Linux, Mac, Web, Windows |
| 12 | TensorBoard | 7.0 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 13 | ZenML | 7.0 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 14 | MLflow GenAI Evaluation | 6.8 | Free plan | Free | API, self-hosted, Web |
| 15 | Polyaxon | 6.8 | Free plan | Free | API, self-hosted, Web |
| 16 | Guild AI | 6.7 | No | — | Linux, Mac, Web, Windows |
| 17 | OpenML | 6.7 | Free plan | Free | API, Web |
| 18 | Valohai | 6.7 | No | — | API, Linux, self-hosted, Web |
| 19 | FastTrackML | 6.4 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 20 | LUML Flow | 6.4 | No | — | — |
Make your platform an alternative to mlop
See the priceThe sponsored alternative slot on this page is labelled Sponsored.
Questions about mlop alternatives
What is the best alternative to mlop?
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 mlop?
Comet is the best-ranked alternative with a free plan. 14 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.