Best AutoML Software in 2026
Updated
In short: BigML is ranked #1 of 22 as of 3 October 2026, ahead of EvalML and FEDOT. The best-ranked option with a free plan is FEDOT. The lowest first paid tier on this page is JADBio at $183.25/mo.
AutoML software automates parts of the machine-learning workflow, from feature preparation and model selection to deployment. BigML and FLAML lead this ranking, followed by JADBio among the first entries. Compare automated model selection and feature engineering to see which development tasks are covered, then look at deployment options and hosting model. Model explainability and workflow interface offer further points of comparison for how teams build and work with models. Check the free-plan field and “Paid from” price alongside those capabilities. The ranking and criteria give you a way to assess fit with the workflows and deployment needs you already have.
22 AutoML software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
| # | Platform | Score | Why | From | Free plan | Paid from | Feature engineering | |
|---|---|---|---|---|---|---|---|---|
| 1 |  BigML | 7.3 | RecognisedAPIDocumented | $833.33/mo | Yes | 1,000 /mo | — | View |
| 2 | EvalML | 7.3 | RecognisedAPIDocumented | — | Yes | — | Yes | View |
| 3 |  FEDOT | 7.3 | RecognisedAPIDocumented | Free | — | — | Yes | View |
| 4 |  FLAML | 7.3 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 5 |  JADBio | 7.3 | RecognisedAPIDocumented | $183.25/mo | Yes | 2,199 /mo | Yes | View |
| 6 | Akkio | 7.2 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 7 | Amazon SageMaker Autopilot | 6.7 | RecognisedAPIDocumented | — | No | — | Yes | View |
| 8 |  Siemens Building X | 6.6 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 9 |  Auto-PyTorch | 5.9 | RecognisedAPIDocumented | Free | Yes | — | Yes | View |
| 10 | AutoGluon | 5.8 | RecognisedAPIDocumented | Free | — | — | — | View |
| 11 |  LightAutoML | 5.8 | RecognisedAPIDocumented | Free | — | — | Yes | View |
| 12 | GAMA | 5.5 | RecognisedAPIDocumented | — | Yes | — | No | View |
| 13 |  Lale | 5.4 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 14 |  SAS Visual Statistics | 5.4 | RecognisedAPIDocumented | — | No | — | — | View |
| 15 | Obviously AI | 5.3 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 16 |  TPOT | 5.3 | RecognisedAPIDocumented | — | Yes | — | — | View |
| 17 | dotData Enterprise | 5.2 | RecognisedAPIDocumented | — | — | — | Yes | View |
| 18 | Oracle PeopleSoft Campus Solutions Financial Aid | 5.2 | RecognisedAPIDocumented | — | No | — | — | View |
| 19 |  AutoKeras | 5.0 | RecognisedAPIDocumented | — | — | — | Yes | View |
| 20 | DataRobot | 4.9 | RecognisedAPIDocumented | — | — | — | — | View |
| 21 | Pecan AI | 4.9 | RecognisedAPIDocumented | — | — | — | — | View |
| 22 | SAS Advanced Analytics | 4.9 | RecognisedAPIDocumented | — | No | — | — | View |
| 23 |  H2O Driverless AI | 4.8 | RecognisedAPIDocumented | — | No | — | — | View |
| 24 |  MLJAR AutoML | 4.8 | RecognisedAPIDocumented | — | — | — | — | View |
| 25 | Oracle Machine Learning Notebooks | 4.8 | RecognisedAPIDocumented | — | No | — | — | View |
Is your platform on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which AutoML software is ranked first on Inferse?
BigML is ranked #1 of 22 with a score of 7.3. EvalML is second and FEDOT third.
How many of these have a free plan?
6 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 what each maker publishes, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it. Paid placements never change a rank.