Best LUML Flow Alternatives in 2026
Updated
20 platforms from ML experiment tracking software ranked against LUML Flow on the same published basis.
- 1LUML Flow vs Comet
- 2LUML Flow vs Amazon SageMaker Autopilot
- 3LUML Flow vs ClearML
- 4LUML Flow vs DagsHub
- 5LUML Flow vs GitLab Package Registry
- 6LUML Flow vs Hopsworks AI Lakehouse
- 7LUML Flow vs TensorBoard
- 8LUML Flow vs Weights & Biases
- 9LUML Flow vs Metaflow
- 10LUML Flow vs MLflow GenAI Evaluation
- 11LUML Flow vs MLRun
- 12LUML Flow vs OpenML
- 13LUML Flow vs Polyaxon
- 14LUML Flow vs Trackio
- 15LUML Flow vs ZenML
- 16LUML Flow vs Domino Model Monitor
- 17LUML Flow vs FastTrackML
- 18LUML Flow vs Snowflake CoCo
- 19LUML Flow vs Valohai
- 20LUML Flow vs Databricks Notebooks
LUML Flow alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Comet | 7.4 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 2 | Amazon SageMaker Autopilot | 7.3 | No | — | API, Web |
| 3 | ClearML | 7.3 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | DagsHub | 7.3 | Free plan | $99/mo | API, self-hosted, Web |
| 5 | GitLab Package Registry | 7.3 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 6 | Hopsworks AI Lakehouse | 7.3 | Free plan | Free | API, Linux, self-hosted, Web |
| 7 | TensorBoard | 7.3 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | Weights & Biases | 7.3 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 9 | Metaflow | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web |
| 10 | MLflow GenAI Evaluation | 7.2 | Free plan | Free | API, self-hosted, Web |
| 11 | MLRun | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 12 | OpenML | 7.2 | Free plan | Free | API, Web |
| 13 | Polyaxon | 7.2 | Free plan | Free | API, self-hosted, Web |
| 14 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 15 | ZenML | 7.2 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 16 | Domino Model Monitor | 6.7 | No | — | API, self-hosted, Web |
| 17 | FastTrackML | 6.7 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 18 | Snowflake CoCo | 6.7 | No | — | API, Linux, Mac, Web, Windows |
| 19 | Valohai | 6.7 | No | — | API, Linux, self-hosted, Web |
| 20 | Databricks Notebooks | 5.9 | Free plan | Free | Web |
Make your platform an alternative to LUML Flow
See the priceThe sponsored alternative slot on this page is labelled Sponsored.
Questions about LUML Flow alternatives
What is the best alternative to LUML Flow?
Comet, number 1 in ML experiment tracking software with a score of 7.4 out of 10. The others here: Amazon SageMaker Autopilot, ClearML, DagsHub and 16 more.
What is the best free alternative to LUML Flow?
Comet 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 on what each maker publishes, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it.