Analytics & Data
Best AutoML Software in 2026
AutoML tools automate parts of building machine-learning models, but the tasks and workflows they support can vary. Compare automated model selection and feature engineering, then consider deployment options, hosting model and model explainability.
- 01 BigML
BigML suits analysts, software developers, and scientists who need machine-learning models and automated workflows.
From $833.33/mo Free plan Web · macOS · API · Self-hosted9.1 Visit Specs - 02 AutoKeras
AutoKeras suits people building machine-learning models through code who want automated model selection and configuration search.
Free plan Open source Windows · macOS · Linux · API8.9 Visit Specs - 03
Amazon SageMaker Autopilot Free plan Web · API8.7 Visit Specs - 04 FEDOT
FEDOT suits developers and researchers who want to automate or guide machine-learning pipeline creation in code.
Free plan Windows · macOS · Linux · API8.7 Visit Specs - 05 Auto-PyTorch
It suits developers and machine-learning practitioners working in Linux, self-hosted Python environments.
Free plan Linux · Self-hosted8.4 Visit Specs - 06
AutoGluon It suits Python users building predictive models from tables, time series, images, text, or other listed data types.
Free plan Windows · macOS · Linux · Self-hosted8.3 Visit Specs - 07
Akkio Free trial Web · API · Self-hosted8.1 Visit Specs - 08 JADBio
JADBio suits life scientists, research institutions, biotech and pharma companies, and other scientists working with study or public data.
From $183.25/mo Free plan Web · API · Self-hosted8.1 Visit Specs - 09 MLJAR AutoML
MLJAR AutoML suits users building supervised models for tabular classification or regression who want configurable training modes and experiment reports.
From $20/mo Free plan Web · Windows · macOS · Linux8.0 Visit Specs - 10
Obviously AI Obviously AI suits individuals, hobbyists, non-profits, and teams wanting no-code predictive modeling in a browser.
Free plan Web · API8.0 Visit Specs - 11
DataRobot DataRobot is aimed at global enterprises, including regulated organizations in manufacturing, public sector, life sciences, insurance, financial services, and other listed sectors.
Free trial Web · Linux · API · Self-hosted7.9 Visit Specs - 12 auto-sklearn Free plan Linux · API · Self-hosted7.8 Visit Specs
- 13
EvalML Windows · macOS · Linux · API7.8 Visit Specs - 14 H2O Driverless AI
H2O describes data scientists, DevOps and IT professionals, and business analysts as audiences for Driverless AI.
Free trial Web · Windows · macOS · Linux7.8 Visit Specs - 15 FLAML
FLAML suits developers and data scientists building AutoML, forecasting, ranking, or model-tuning workflows.
Windows · macOS · Linux · API7.7 Visit Specs - 16 LightAutoML
LightAutoML suits data scientists and analysts working with tabular or text data who want automated pipeline creation.
Free plan Web · Windows · macOS · Linux7.6 Visit Specs - 17
dotData Enterprise Web · API · Self-hosted7.5 Visit Specs - 18 TPOT Free plan macOS · Linux · Self-hosted7.3 Visit Specs
- 19 Lale Windows · macOS · Linux · API7.2 Visit Specs
- 20
SAS Advanced Analytics Free trial API · Self-hosted7.1 Visit Specs - 21
Kubeflow Notebooks Web · Self-hosted7.0 Visit Specs - 22
Vertex AI Vector Search It suits teams building semantic or hybrid search, recommendation, retrieval-augmented generation, chatbot, and multimodal applications on Google Cloud.
Free trial Web · API6.9 Visit Specs - 23
Pecan AI Web6.7 Visit Specs - 24 Altair AI Studio Windows · macOS · Linux6.2 Visit Specs
- 25 Alibaba Cloud PAI FeatureStore Web6.0 Visit Specs
The workflow interface offers another point of comparison for how you interact with the process. BigML, JADBio and Amazon SageMaker Autopilot are among the options to review. Free-plan availability and paid-from pricing add cost context. Think about which development steps you want to automate, and whether the deployment, hosting and explanation choices listed align with how you plan to use the resulting models.
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