It suits analysts, software developers and scientists who need machine-learning tools, model explanations or workflow automation.
Free plan Free trial From $10,000 a year WebMacAPISelf-hosted
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Best AutoML Software 2026
Facts read 20 Sep 2026 – 19 Oct 2026
AutoML software is designed to automate parts of building machine-learning models, with different options for development workflows and deployment. Compared on automated model selection and feature engineering, the entries also include deployment options, hosting model, and model explainability. Workflow interface offers another point to weigh when considering how model work is organized. Free-plan availability and paid-from pricing provide cost context. The options include Siemens Building X, FEDOT, and Amazon SageMaker Autopilot, as well as Auto-PyTorch and BigML. Consider which stages you want to automate and how models need to be hosted, deployed, and explained in your work.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 BigML | It suits analysts, software developers and scientists who need machine-learning tools, model explanations or workflow automation. | 5.7 | $10,000 a year | Free plan | Web, Mac, API, Self-hosted | 15 Oct 2026 |
| 02 MLJAR AutoML | It suits users building supervised models from tabular data who want configurable automation and experiment summaries. | 5.5 | $20 a month | Free plan | Web, Windows, Mac, Linux | 9 Oct 2026 |
| 03 AutoKeras | AutoKeras suits developers who want code-based tools to automate model selection and configuration for supported data tasks. | 5.4 | Free plan | Free plan | Windows, Mac, Linux, API | 15 Oct 2026 |
| 04 Amazon SageMaker Autopilot | It suits people building predictive models who want automated model generation alongside options to inspect and adjust data preparation and training. | 5.0 | Free plan | Free plan | Web, API | 19 Oct 2026 |
| 05 JADBio | JADBio is intended for life scientists and may also suit research institutions, biotech and pharma companies, and other scientists working with public or study data. | 4.9 | Free plan | Free plan | Web, API, Self-hosted | 29 Sep 2026 |
| 06 AutoGluon | AutoGluon suits Python users building predictive models from tabular, time-series or multimodal data. | 4.8 | Free plan | Free plan | Windows, Mac, Linux, Self-hosted | 3 Oct 2026 |
| 07 FEDOT | FEDOT may suit developers and researchers who want to automate parts of model creation across supported data types and tasks. | 4.8 | Free plan | Free plan | Windows, Mac, Linux, API | 2 Oct 2026 |
| 08 Obviously AI | It may suit individuals, hobbyists, and non-profits seeking predictive models from structured data, as the Free plan is described for those audiences. | 4.8 | Free plan | Free plan | Web, API | 15 Oct 2026 |
| 09 LightAutoML | LightAutoML is aimed at data scientists and analysts working with tabular or text data who want to automate parts of pipeline creation. | 4.7 | Free plan | Free plan | Web, Windows, Mac, Linux | 29 Sep 2026 |
| 10 Lale | 4.6 | Free plan | Free plan | Windows, Mac, Linux, API | 5 Oct 2026 |
02
MLJAR AutoML
It suits users building supervised models from tabular data who want configurable automation and experiment summaries.
WebWindowsMac+2 Record5.5 Visit
03
AutoKeras
AutoKeras suits developers who want code-based tools to automate model selection and configuration for supported data tasks.
WindowsMacLinux+2 Record5.4 Visit
04
Amazon SageMaker Autopilot
It suits people building predictive models who want automated model generation alongside options to inspect and adjust data preparation and training.
WebAPI Record5.0 Visit
05
JADBio
JADBio is intended for life scientists and may also suit research institutions, biotech and pharma companies, and other scientists working with public or study data.
WebAPISelf-hosted Record4.9 Visit
6
AutoGluon
WindowsMacLinux+1 Free plan Record4.8 Visit AutoGluon suits Python users building predictive models from tabular, time-series or multimodal data.
7
FEDOT
WindowsMacLinux+2 Free plan Record4.8 Visit FEDOT may suit developers and researchers who want to automate parts of model creation across supported data types and tasks.
8
Obviously AI
WebAPI Free plan Record4.8 Visit It may suit individuals, hobbyists, and non-profits seeking predictive models from structured data, as the Free plan is described for those audiences.
9
LightAutoML
WebWindowsMac+2 Free plan Record4.7 Visit LightAutoML is aimed at data scientists and analysts working with tabular or text data who want to automate parts of pipeline creation.
13
FLAML
WindowsMacLinux+2 Free plan Record4.5 Visit FLAML suits developers and data scientists who need automated model selection, tuning, forecasting, ranking, or language-model adaptation.
15
Auto-PyTorch
LinuxSelf-hosted Free plan Record4.4 Visit Auto-PyTorch suits developers and machine-learning practitioners who want to automate model search in a self-hosted, code-based workflow.
17
DataRobot
WebLinuxAPI+1 — Record4.3 Visit It suits enterprises developing and governing AI, especially organizations in regulated industries.
18
auto-sklearn
LinuxAPISelf-hosted Free plan Record4.2 Visit It suits people building classification or regression models on Linux who want automated fitting and ensemble construction.
21
Vertex AI Vector Search
WebAPI — Record3.7 Visit It suits teams building search, recommendation, generative AI, chatbot, or multimodal applications through cloud APIs.
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