Best EvalML Alternatives in 2026
Updated
20 tools from AutoML software ranked against EvalML on the same published basis.
- 1EvalML vs BigML
- 2EvalML vs JADBio
- 3EvalML vs Amazon SageMaker Autopilot
- 4EvalML vs FEDOT
- 5EvalML vs AutoKeras
- 6EvalML vs LightAutoML
- 7EvalML vs Siemens Building X
- 8EvalML vs AutoGluon
- 9EvalML vs H2O Driverless AI
- 10EvalML vs SAS Visual Statistics
- 11EvalML vs Auto-PyTorch
- 13EvalML vs FLAML
- 14EvalML vs Lale
- 15EvalML vs DataRobot
- 16EvalML vs Akkio
- 17EvalML vs GAMA
- 18EvalML vs Oracle PeopleSoft Campus Solutions Financial Aid
- 19EvalML vs dotData Enterprise
- 20EvalML vs Obviously AI
- 21EvalML vs Pecan AI
EvalML alternatives compared
| # | Tool | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | BigML | 7.3 | Free plan | $833.33/mo | API, Mac, self-hosted, Web |
| 2 | JADBio | 7.3 | Free plan | $183.25/mo | API, self-hosted, Web |
| 3 | Amazon SageMaker Autopilot | 7.2 | No | — | API, Web |
| 4 | FEDOT | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Windows |
| 5 | AutoKeras | 7.1 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 6 | LightAutoML | 7.1 | Free plan | Free | Linux, Mac, self-hosted, Web, Windows |
| 7 | Siemens Building X | 7.0 | No | — | Android, API, iOS, Linux, Mac, Web, Windows |
| 8 | AutoGluon | 6.9 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 9 | H2O Driverless AI | 6.9 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | SAS Visual Statistics | 6.9 | No | — | self-hosted, Web |
| 11 | Auto-PyTorch | 6.8 | Free plan | Free | Linux, self-hosted |
| 13 | FLAML | 6.8 | No | — | API, Linux, Mac, self-hosted, Windows |
| 14 | Lale | 6.8 | No | — | API, Linux, Mac, Windows |
| 15 | DataRobot | 6.7 | No | — | API, Linux, self-hosted, Web |
| 16 | Akkio | 6.6 | No | — | API, self-hosted, Web |
| 17 | GAMA | 6.2 | No | — | Linux, Mac, Windows |
| 18 | Oracle PeopleSoft Campus Solutions Financial Aid | 6.2 | No | — | Web, Windows |
| 19 | dotData Enterprise | 5.9 | No | — | Web |
| 20 | Obviously AI | 5.4 | No | — | Web |
| 21 | Pecan AI | 5.4 | 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 7.3 out of 10. The others here: JADBio, Amazon SageMaker Autopilot, 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 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.