Free and open first
Best AutoML Software in 2026
AutoML software can automate parts of developing machine-learning models, but the listed capabilities vary. Compare automated model selection and feature engineering, then look at model explainability, deployment options and hosting model to understand the approaches available. Workflow interface is another consideration for how development tasks are organized. FEDOT, LightAutoML and AutoGluon are among the entries, alongside Amazon SageMaker Autopilot and Auto-PyTorch. Check for a free plan and compare paid-from pricing as well. Use these details to weigh which model-development steps you want to automate and how you need to host, explain and deploy the resulting models.
- 30 apps
- Research read 23 Sept 2026
- How the order is worked out
- 1
AutoKeras
Free plan Open source APILinuxMac+2AutoKeras provides automated search while leaving room to configure models and evaluation choices. It is a code-first package rather than a graphical workflow tool.
- 2
Akkio
Free plan APISelf-hostedWebAkkio brings campaign workflow tools, data access, and modeling together, with web, API, and self-hosted options.
- 3
AutoGluon
Free plan LinuxMacSelf-hosted+1AutoGluon covers several machine-learning workflows in one open-source library, with automation for tabular modeling and forecasting.
- 4
BigML
Free plan APIMacSelf-hosted+1BigML combines a broad set of machine-learning methods with model explanations, workflow automation, and deployment options.
- 5
auto-sklearn
Free plan APILinuxSelf-hostedPick auto-sklearn if you need free, open-source automated fitting for classification or regression and can run it on Linux.
- 6
FEDOT
Free plan APILinuxMac+2FEDOT provides an automated modeling workflow with adjustable automation, multiple input types, and pipeline optimization. Its GPU evaluation applies to a listed subset of models.
- 7
Amazon SageMaker Autopilot
Free plan APIWeb - 8
Auto-PyTorch
Free plan LinuxSelf-hostedAuto-PyTorch offers automated search, preprocessing, and ensembling controls for several documented machine-learning tasks.
- 9
EvalML
Free plan APILinuxMac+2EvalML provides pipeline automation, configurable objectives and model inspection without a listed price.
- 10
JADBio
Free plan APISelf-hostedWebJADBio offers no-code predictive analysis for varied life-science data, with API and deployment choices alongside its web service.
- 11
LightAutoML
Free plan LinuxMacSelf-hosted+2LightAutoML provides automated pipelines and several model types for tabular and text machine-learning tasks.
- 12
MLJAR AutoML
Free plan LinuxMacSelf-hosted+2MLJAR AutoML combines configurable training modes with tabular model workflows and experiment reporting. Its task scope and variable reports are worth considering before choosing it.
- 13
FLAML
Free plan APILinuxMac+2FLAML offers automated model selection and tuning across several ML tasks, with options for constrained searches and distributed tuning.
- 14
Lale
Free plan APILinuxMac+1Pick Lale if you want a free Python library for semi-automated pipeline search with type-aware checks and a range of operator integrations.
- 15
TPOT
Free plan LinuxMacSelf-hostedTPOT offers a range of pipeline types and preprocessing options for automated machine learning. Users need to prepare suitable input data and account for the documented preprocessing behavior.
- 16
Obviously AI
Free plan APIWebObviously AI offers several prediction use cases, model sharing, and integrations through a web interface. The Free plan is constrained to one seat, CSV input, and a 10 MB upload limit.
- 17
Kubeflow Notebooks
Free plan Self-hostedWebChoose Kubeflow Notebooks if you want free, open-source notebook environments running inside Kubernetes, with configurable resources and organization-level access control.
- 18
Altair AI Studio
Free plan LinuxMacWindows - 19
DataRobot
Free trial APILinuxSelf-hosted+1DataRobot combines AI development, deployment, and governance tools with several deployment options.
- 20
H2O Driverless AI
Free trial APILinuxMac+3H2O Driverless AI combines automated machine-learning workflows with explainability and several deployment formats.
- 21
GAMA
Free plan LinuxMacWindowsGAMA offers free, code-driven model selection with batch deployment on three desktop operating systems.
- 22
IBM Watson Studio
Free plan Web - 23
H2O-3
Free plan Web - 24
dotData Enterprise
Paid APISelf-hostedWebdotData Enterprise combines data preparation, feature discovery, AutoML, and explainability in a visual workflow. Prospective customers need to request a demo and pricing details.
- 25
SAS Advanced Analytics
by SAS Advanced AnalyticsFree trial APISelf-hostedChoose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.
#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price
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