Best EvalML Alternatives in 2026

20 platforms from AutoML software ranked against EvalML on the same published basis.

  1. 1EvalML vs BigML
  2. 2EvalML vs JADBio
  3. 3EvalML vs Amazon SageMaker Autopilot
  4. 4EvalML vs AutoKeras
  5. 5EvalML vs FEDOT
  6. 6EvalML vs LightAutoML
  7. 7EvalML vs Auto-PyTorch
  8. 8EvalML vs AutoGluon
  9. 9EvalML vs SAS Visual Statistics
  10. 10EvalML vs Akkio
  11. 11EvalML vs FLAML
  12. 13EvalML vs Siemens Building X
  13. 14EvalML vs Lale
  14. 15EvalML vs GAMA
  15. 16EvalML vs Oracle PeopleSoft Campus Solutions Financial Aid
  16. 17EvalML vs dotData Enterprise
  17. 18EvalML vs SAS Advanced Analytics
  18. 19EvalML vs DataRobot
  19. 20EvalML vs Obviously AI
  20. 21EvalML vs Pecan AI

EvalML alternatives compared

#PlatformScoreFree planFromRuns on
1BigML7.6Free plan$833.33/moAPI, Mac, self-hosted, Web
2JADBio7.6Free plan$183.25/moAPI, self-hosted, Web
3Amazon SageMaker Autopilot7.5No—API, Web
4AutoKeras7.0Free planFreeLinux, Mac, self-hosted, Windows
5FEDOT7.0Free planFreeAPI, Linux, Mac, self-hosted, Windows
6LightAutoML6.9Free planFreeLinux, Mac, self-hosted, Web, Windows
7Auto-PyTorch6.8Free planFreeLinux, self-hosted
8AutoGluon6.8Free planFreeLinux, Mac, self-hosted, Windows
9SAS Visual Statistics6.8No—self-hosted, Web
10Akkio6.7No—API, self-hosted, Web
11FLAML6.5No—API, Linux, Mac, self-hosted, Windows
13Siemens Building X6.4No—Android, API, iOS, Linux, Mac, Web, Windows
14Lale6.3No—API, Linux, Mac, Windows
15GAMA6.0No—Linux, Mac, Windows
16Oracle PeopleSoft Campus Solutions Financial Aid6.0No—Web, Windows
17dotData Enterprise5.9No—Web
18SAS Advanced Analytics5.5No——
19DataRobot5.4No—API, Linux, self-hosted, Web
20Obviously AI5.4No—Web
21Pecan AI5.4No—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 7.6 out of 10. The others here: JADBio, Amazon SageMaker Autopilot, AutoKeras 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.