Best Comet Alternatives in 2026
Updated
20 platforms from ML experiment tracking software ranked against Comet on the same published basis.
- 2Comet vs Amazon SageMaker Autopilot
- 3Comet vs ClearML
- 4Comet vs DagsHub
- 5Comet vs GitLab Package Registry
- 6Comet vs Hopsworks AI Lakehouse
- 7Comet vs TensorBoard
- 8Comet vs Weights & Biases
- 9Comet vs Metaflow
- 10Comet vs MLflow GenAI Evaluation
- 11Comet vs MLRun
- 12Comet vs OpenML
- 13Comet vs Polyaxon
- 14Comet vs Trackio
- 15Comet vs ZenML
- 16Comet vs Domino Model Monitor
- 17Comet vs FastTrackML
- 18Comet vs Snowflake CoCo
- 19Comet vs Valohai
- 20Comet vs Databricks Notebooks
- 21Comet vs LUML Flow
Comet alternatives compared
| # | Platform | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 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 |
| 21 | LUML Flow | 5.6 | No | — | — |
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Questions about Comet alternatives
What is the best alternative to Comet?
Amazon SageMaker Autopilot, number 2 in ML experiment tracking software with a score of 7.3 out of 10. The others here: ClearML, DagsHub, GitLab Package Registry and 16 more.
What is the best free alternative to Comet?
ClearML 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 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.