Best AutoML Software in 2026
Updated
In short: FEDOT is ranked #1 of 28 as of 4 October 2026, ahead of LightAutoML and AutoGluon. The best-ranked option with a free plan is LightAutoML. The lowest first paid tier on this page is JADBio at $183.25/mo.
AutoML software is designed to automate parts of developing machine-learning models. Compare automated model selection and feature engineering to see which tasks are covered, then weigh deployment options, hosting model, and model explainability. Workflow interface can indicate how you’ll work with each product; free-plan availability and the paid starting price add cost considerations. BigML, FLAML, and FEDOT lead the 22 ranked entries, followed by JADBio and LightAutoML. Use the listed criteria to focus on the development steps you want to automate and the deployment, hosting, and explanation options relevant to your work.
28 AutoML software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
#1 FEDOT Top pick · 7.2 Free plan · Free
#2 LightAutoML Runner-up · 7.1 Free plan · Free
#3 AutoGluon Also great · 6.9 Free plan · Free
- Free plan apiLinuxmacOSself-hostedWindows
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
RecognisedDocumentedFree planPlatforms - Free plan LinuxmacOSself-hostedWebWindows
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
RecognisedDocumentedFree planPlatforms - Free plan LinuxmacOSself-hostedWindowsRecognisedDocumentedFree planPlatforms
- Free planFree trial apimacOSself-hostedWeb
- Free plan
- Yes
- Paid from
- 1,000 /mo
RecognisedDocumentedFree planPlatforms$833.33/mofirst paid tier About BigMLVisit site - Free trial apiWeb
- Free plan
- No
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
- Deployment options
- real_time
RecognisedDocumentedFree planPlatforms - Free plan Linuxself-hosted
- Free plan
- Yes
- Feature engineering
- Yes
- Automated model selection
- Yes
RecognisedDocumentedFree planPlatforms - Free planFree trial apiself-hostedWeb
- Free plan
- Yes
- Paid from
- 2,199 /mo
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
- Deployment options
- batch
RecognisedDocumentedFree planPlatforms$183.25/mofirst paid tier About JADBioVisit site - apiLinuxmacOSself-hostedWindows
- Free plan
- Yes
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
RecognisedDocumentedFree planPlatforms - apiLinuxmacOSself-hostedWindows
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - AndroidapiiOSLinuxmacOSWebWindows
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - Free trial self-hostedWeb
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Free trial apiself-hostedWeb
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - LinuxmacOSWindows
- Free plan
- Yes
- Feature engineering
- No
- Automated model selection
- Yes
- Model explainability
- No
- Deployment options
- batch
RecognisedDocumentedFree planPlatforms - WebWindows
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Web
- Feature engineering
- Yes
- Automated model selection
- Yes
- Model explainability
- Yes
- Deployment options
- batch
RecognisedDocumentedFree planPlatforms - apiLinuxmacOSWindows
- Free plan
- Yes
- Automated model selection
- Yes
RecognisedDocumentedFree planPlatforms -
- Feature engineering
- Yes
- Automated model selection
- Yes
RecognisedDocumentedFree planPlatforms - WebRecognisedDocumentedFree planPlatforms
- Web
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms - WebRecognisedDocumentedFree planPlatforms
-
- Free plan
- No
RecognisedDocumentedFree planPlatforms - Web
- Free plan
- No
RecognisedDocumentedFree planPlatforms - WebRecognisedDocumentedFree planPlatforms
- Web
- Free plan
- No
RecognisedDocumentedFree planPlatforms -
- Free plan
- Yes
RecognisedDocumentedFree planPlatforms
Is your app 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 Everything Xiaomi?
FEDOT is ranked #1 of 28 with a score of 7.2. LightAutoML is second and AutoGluon 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: documentation depth, a free tier and the platforms it runs on. Paid placements never change a rank.