kitio.aiAdded Nov 5, 2026
H2O Driverless AI
PaidAutoML platform that engineers features and documents every model
What is H2O Driverless AI?
H2O Driverless AI automates the steps of building predictive models, from data visualisation and feature engineering through model tuning to deployable scoring pipelines. Data science teams in banking, insurance and healthcare use it where models must be explainable.
Feature engineering works by an evolutionary search over transformations, and model selection and hyperparameter tuning run automatically. Each experiment produces AutoDoc documentation, a feature that has shipped in every release since 2018, plus machine learning interpretability reports with reason codes.
Finished models export as scoring pipelines that can run in production. Driverless AI is part of the wider H2O AI Cloud, which can be deployed in public clouds or fully air-gapped environments, and access is arranged through H2O.ai's sales team.
Features
- Automatic feature engineering
- Model selection and tuning
- AutoDoc model documentation
- Interpretability reason codes
- Production scoring pipelines
- AutoViz data visualisation
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Releases
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Organization
H2O.ai
🇺🇸 United States
Listed by kitio.ai · unverified owner
Pricing
- Pricing model
- Paid
- Paid options from
- Not listed
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Pros and cons
Pros
- Documents each model automatically
- Strong explainability for regulated sectors
- Can run in your own environment
Cons
- Pricing only through sales
- Enterprise focus, not for hobbyists
- Steeper setup than cloud AutoML services
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Q&A
What is H2O Driverless AI?
H2O Driverless AI automates the steps of building predictive models, from data visualisation and feature engineering through model tuning to deployable scoring pipelines. Data science teams in banking, insurance and healthcare use it where models must be explainable.
Is AutoDoc an extra add-on in Driverless AI?
No. AutoDoc and the interpretability reports are built into Driverless AI and have been included in releases since 2018.
Can Driverless AI run on-premises?
Yes. It is part of H2O AI Cloud, which H2O.ai offers for public cloud, private infrastructure and air-gapped setups.
How much does H2O Driverless AI cost?
H2O Driverless AI is paid.
Is there a free version of H2O Driverless AI?
No. H2O Driverless AI is a paid tool.
What are the main features of H2O Driverless AI?
Automatic feature engineering, Model selection and tuning, AutoDoc model documentation, Interpretability reason codes, Production scoring pipelines, AutoViz data visualisation.
Who makes H2O Driverless AI?
H2O Driverless AI is made by H2O.ai.
What are the best alternatives to H2O Driverless AI?
Popular alternatives include dotData, Snowflake, Medallia.