Best AutoML Software in 2026

In short: BigML is ranked #1 of 28 as of 4 October 2026, ahead of JADBio and Amazon SageMaker Autopilot. The best-ranked option with a free plan is JADBio. The lowest first paid tier on this page is JADBio at $183.25/mo.

AutoML software automates parts of machine-learning work, with different tools covering different steps. Compare automated model selection and feature engineering, then weigh deployment options, hosting model, and model explainability. The workflow interface can also help you assess how a tool supports the work your team needs to do. BigML, JADBio, and Amazon SageMaker Autopilot are among the options. Check free-plan availability and paid-from pricing as you consider which development tasks to automate and how you need to deploy, host, and interpret models.

28 AutoML software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.

28ranked
7free plans on this page
$183.25/molowest paid tier
4 Oct 2026last checked

AutoML Software, ranked on how quickly a newcomer can get going. 10 of the 25 on this page can be tried for free.

  1. 1 BigMLPaid from $833.33/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    7.6easy start
  2. 2 JADBioPaid from $183.25/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    7.6easy start
  3. 3 Amazon SageMaker Autopilot
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    7.5easy start
  4. 4 AutoKerasFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    7.0easy start
  5. 5 FEDOTFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    7.0easy start
  6. 6 LightAutoMLFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.9easy start
  7. 7 Auto-PyTorchFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.8easy start
  8. 8 AutoGluonFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.8easy start
  9. 9 SAS Visual Statistics
    • Free to practise on: not on record
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    6.8easy start
  10. 10 Akkio
    • Free to practise on: not on record
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    6.7easy start
  11. 11 FLAML
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.5easy start
  12. 12 EvalML
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.4easy start
  13. 13 Siemens Building X
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.4easy start
  14. 14 Lale
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.3easy start
  15. 15 GAMA
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: yes
    6.0easy start
  16. 16 Oracle PeopleSoft Campus Solutions Financial Aid
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.0easy start
  17. 17 dotData Enterprise
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.9easy start
  18. 18 SAS Advanced Analytics
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.5easy start
  19. 19 DataRobot
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.4easy start
  20. 20 Obviously AI
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.4easy start
  21. 21 Pecan AI
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.4easy start
  22. 22 H2O Driverless AI
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.3easy start
  23. 23 MLJAR AutoML
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.3easy start
  24. 24 Oracle Machine Learning Notebooks
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.3easy start
  25. 25 TPOT
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.3easy start
Compare all 25 in a table
#PlatformScoreFree planFromFree planPaid fromFeature engineeringAutomated model selection
1BigML7.6Free plan$833.33/moYes1,000 /mo——
2JADBio7.6Free plan$183.25/moYes2,199 /moYesYes
3Amazon SageMaker Autopilot7.5No—No—YesYes
4AutoKeras7.0Free planFree——YesYes
5FEDOT7.0Free planFree——YesYes
6LightAutoML6.9Free planFree——YesYes
7Auto-PyTorch6.8Free planFreeYes—YesYes
8AutoGluon6.8Free planFree————
9SAS Visual Statistics6.8No—No———
10Akkio6.7No—Yes———
11FLAML6.5No—Yes———
12EvalML6.4No—Yes—YesYes
13Siemens Building X6.4No—Yes———
14Lale6.3No—Yes——Yes
15GAMA6.0No—Yes—NoYes
16Oracle PeopleSoft Campus Solutions Financial Aid6.0No—No———
17dotData Enterprise5.9No———YesYes
18SAS Advanced Analytics5.5No—No———
19DataRobot5.4No—————
20Obviously AI5.4No—Yes———
21Pecan AI5.4No—————
22H2O Driverless AI5.3No—No———
23MLJAR AutoML5.3No—————
24Oracle Machine Learning Notebooks5.3No—No———
25TPOT5.3No—Yes———

Is your platform on this list?

Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.

Questions about this list

Which AutoML software is ranked first on The Geeks Club?

BigML is ranked #1 of 28 with a score of 7.6. JADBio is second and Amazon SageMaker Autopilot third.

How many of these have a free plan?

7 of the 25 on this page publish a free plan on their own pricing pages.

Which is the cheapest paid option?

On this page, JADBio has the lowest first paid tier we found: $183.25/mo.

How is this list ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.

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