Best mlop Alternatives in 2026
Updated
20 tools from ML experiment tracking software ranked against mlop on the same published basis.
- 1mlop vs Comet
- 2mlop vs Weights & Biases
- 3mlop vs MLRun
- 4mlop vs GitLab Package Registry
- 5mlop vs ClearML
- 6mlop vs Amazon SageMaker Autopilot
- 7mlop vs DagsHub
- 8mlop vs TensorBoard
- 9mlop vs Trackio
- 10mlop vs Snowflake CoCo
- 11mlop vs ZenML
- 12mlop vs Guild AI
- 13mlop vs Hopsworks AI Lakehouse
- 14mlop vs Databricks Notebooks
- 15mlop vs FastTrackML
- 16mlop vs MLflow GenAI Evaluation
- 17mlop vs OpenML
- 18mlop vs Polyaxon
- 19mlop vs Valohai
- 20mlop vs LUML Flow
mlop alternatives compared
| # | Tool | 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 | MLRun | 7.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | GitLab Package Registry | 7.5 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 5 | ClearML | 7.4 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 6 | Amazon SageMaker Autopilot | 7.3 | No | — | API, Web |
| 7 | DagsHub | 7.3 | Free plan | $99/mo | API, self-hosted, Web |
| 8 | TensorBoard | 7.3 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | Trackio | 7.3 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | Snowflake CoCo | 7.2 | No | — | API, Linux, Mac, Web, Windows |
| 11 | ZenML | 7.2 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 12 | Guild AI | 7.1 | No | — | Linux, Mac, Web, Windows |
| 13 | Hopsworks AI Lakehouse | 7.1 | Free plan | Free | API, Linux, self-hosted, Web |
| 14 | Databricks Notebooks | 6.9 | Free plan | Free | Web |
| 15 | FastTrackML | 6.7 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 16 | MLflow GenAI Evaluation | 6.7 | Free plan | Free | API, self-hosted, Web |
| 17 | OpenML | 6.7 | Free plan | Free | API, Web |
| 18 | Polyaxon | 6.7 | Free plan | Free | API, self-hosted, Web |
| 19 | Valohai | 6.7 | No | — | API, Linux, self-hosted, Web |
| 20 | LUML Flow | 6.5 | No | — | — |
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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, MLRun, GitLab Package Registry 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 what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.