Best EvalML Alternatives in 2026
Updated
20 apps from AutoML software ranked against EvalML on the same published basis.
- 1EvalML vs FEDOT
- 2EvalML vs LightAutoML
- 3EvalML vs AutoGluon
- 4EvalML vs AutoKeras
- 5EvalML vs Amazon SageMaker Autopilot
- 6EvalML vs Auto-PyTorch
- 7EvalML vs BigML
- 8EvalML vs JADBio
- 10EvalML vs FLAML
- 11EvalML vs Lale
- 12EvalML vs DataRobot
- 13EvalML vs GAMA
- 14EvalML vs Akkio
- 15EvalML vs Siemens Building X
- 16EvalML vs dotData Enterprise
- 17EvalML vs H2O Driverless AI
- 18EvalML vs Obviously AI
- 19EvalML vs Pecan AI
- 20EvalML vs SAS Visual Statistics
- 21EvalML vs MLJAR AutoML
EvalML alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | FEDOT | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Windows |
| 2 | LightAutoML | 6.6 | Free plan | Free | Linux, Mac, self-hosted, Web, Windows |
| 3 | AutoGluon | 6.5 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 4 | AutoKeras | 6.5 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 5 | Amazon SageMaker Autopilot | 6.4 | No | — | API, Web |
| 6 | Auto-PyTorch | 6.4 | Free plan | Free | Linux, self-hosted |
| 7 | BigML | 6.4 | Free plan | $833.33/mo | API, Mac, self-hosted, Web |
| 8 | JADBio | 6.4 | Free plan | $183.25/mo | API, self-hosted, Web |
| 10 | FLAML | 5.5 | No | — | API, Linux, Mac, self-hosted, Windows |
| 11 | Lale | 5.5 | No | — | API, Linux, Mac, Windows |
| 12 | DataRobot | 5.4 | No | — | API, Linux, self-hosted, Web |
| 13 | GAMA | 5.4 | No | — | Linux, Mac, Windows |
| 14 | Akkio | 5.3 | No | — | API, self-hosted, Web |
| 15 | Siemens Building X | 5.3 | No | — | Android, API, iOS, Linux, Mac, Web, Windows |
| 16 | dotData Enterprise | 5.2 | No | — | Web |
| 17 | H2O Driverless AI | 5.1 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 18 | Obviously AI | 5.1 | No | — | Web |
| 19 | Pecan AI | 5.1 | No | — | Web |
| 20 | SAS Visual Statistics | 5.1 | No | — | self-hosted, Web |
| 21 | MLJAR AutoML | 5.0 | No | — | Web |
Make your app an alternative to EvalML
See the priceThe sponsored alternative slot on this page is labelled Sponsored.
Questions about EvalML alternatives
What is the best alternative to EvalML?
FEDOT, number 1 in AutoML software with a score of 6.6 out of 10. The others here: LightAutoML, AutoGluon, AutoKeras and 16 more.
What is the best free alternative to EvalML?
FEDOT 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 free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.