Best ZenML Alternatives in 2026
Updated
20 apps from ML experiment tracking software ranked against ZenML on the same published basis.
- 1ZenML vs Comet
- 2ZenML vs Weights & Biases
- 3ZenML vs ClearML
- 4ZenML vs MLRun
- 5ZenML vs TensorBoard
- 6ZenML vs Trackio
- 8ZenML vs GitLab Package Registry
- 9ZenML vs Hopsworks AI Lakehouse
- 10ZenML vs Amazon SageMaker Autopilot
- 11ZenML vs DagsHub
- 12ZenML vs Databricks Notebooks
- 13ZenML vs MLflow GenAI Evaluation
- 14ZenML vs OpenML
- 15ZenML vs Polyaxon
- 16ZenML vs Guild AI
- 17ZenML vs FastTrackML
- 18ZenML vs LUML Flow
- 19ZenML vs InstantML
- 20ZenML vs Lamin
- 21ZenML vs mlop
ZenML alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Comet | 6.7 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 2 | Weights & Biases | 6.7 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | ClearML | 6.6 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | MLRun | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | TensorBoard | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 6 | Trackio | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | GitLab Package Registry | 6.5 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 9 | Hopsworks AI Lakehouse | 6.5 | Free plan | Free | API, Linux, self-hosted, Web |
| 10 | Amazon SageMaker Autopilot | 6.4 | No | — | API, Web |
| 11 | DagsHub | 6.4 | Free plan | $99/mo | API, self-hosted, Web |
| 12 | Databricks Notebooks | 6.4 | Free plan | Free | Web |
| 13 | MLflow GenAI Evaluation | 6.3 | Free plan | Free | API, self-hosted, Web |
| 14 | OpenML | 6.3 | Free plan | Free | API, Web |
| 15 | Polyaxon | 6.3 | Free plan | Free | API, self-hosted, Web |
| 16 | Guild AI | 5.7 | No | — | Linux, Mac, Web, Windows |
| 17 | FastTrackML | 5.5 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 18 | LUML Flow | 5.4 | No | — | — |
| 19 | InstantML | 5.2 | No | — | Web |
| 20 | Lamin | 5.2 | No | — | Web |
| 21 | mlop | 5.2 | No | — | Web |
Make your app an alternative to ZenML
See the priceThe sponsored alternative slot on this page is labelled and never changes the order above.
Questions about ZenML alternatives
What is the best alternative to ZenML?
Comet, number 1 in ML experiment tracking software with a score of 6.7 out of 10. The others here: Weights & Biases, ClearML, MLRun and 16 more.
What is the best free alternative to ZenML?
Comet is the best-ranked alternative with a free plan. 13 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. Paid placements never change a rank.