Best EvalML Alternatives in 2026
Updated
20 apps from AutoML software ranked against EvalML on the same published basis.
- 1EvalML vs BigML
- 2EvalML vs AutoGluon
- 3EvalML vs JADBio
- 4EvalML vs FEDOT
- 5EvalML vs FLAML
- 6EvalML vs LightAutoML
- 7EvalML vs Auto-PyTorch
- 8EvalML vs DataRobot
- 9EvalML vs H2O Driverless AI
- 10EvalML vs Lale
- 11EvalML vs Pecan AI
- 12EvalML vs Amazon SageMaker Autopilot
- 13EvalML vs Akkio
- 15EvalML vs AutoKeras
- 16EvalML vs MLJAR AutoML
- 17EvalML vs Obviously AI
- 18EvalML vs dotData Enterprise
- 19EvalML vs auto-sklearn
- 20EvalML vs Oracle Machine Learning Notebooks
- 21EvalML vs Kubeflow Notebooks
EvalML alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | BigML | 8.0 | Free plan | $833.33/mo | API, Mac, self-hosted, Web |
| 2 | AutoGluon | 7.7 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 3 | JADBio | 7.7 | Free plan | $183.25/mo | API, self-hosted, Web |
| 4 | FEDOT | 7.6 | Free plan | Free | API, Linux, Mac, self-hosted, Windows |
| 5 | FLAML | 7.3 | No | — | API, Linux, Mac, self-hosted, Windows |
| 6 | LightAutoML | 7.2 | Free plan | Free | Linux, Mac, self-hosted, Web, Windows |
| 7 | Auto-PyTorch | 7.2 | Free plan | Free | Linux, self-hosted |
| 8 | DataRobot | 6.9 | No | — | API, Linux, self-hosted, Web |
| 9 | H2O Driverless AI | 6.7 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | Lale | 6.4 | No | — | API, Linux, Mac, Windows |
| 11 | Pecan AI | 6.3 | No | — | Web |
| 12 | Amazon SageMaker Autopilot | 6.3 | No | — | API, Web |
| 13 | Akkio | 6.2 | No | — | API, self-hosted, Web |
| 15 | AutoKeras | 6.1 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 16 | MLJAR AutoML | 6.0 | No | — | Web |
| 17 | Obviously AI | 5.7 | No | — | Web |
| 18 | dotData Enterprise | 5.7 | No | — | Web |
| 19 | auto-sklearn | 5.2 | No | — | Linux |
| 20 | Oracle Machine Learning Notebooks | 4.9 | No | — | Web |
| 21 | Kubeflow Notebooks | 4.8 | No | — | Web |
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Questions about EvalML alternatives
What is the best alternative to EvalML?
BigML, number 1 in AutoML software with a score of 8.0 out of 10. The others here: AutoGluon, JADBio, FEDOT and 16 more.
What is the best free alternative to EvalML?
BigML is the best-ranked alternative with a free plan. 7 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation.