H2O.aivs
DataRobot


DataRobot: Enterprise AutoML platform with automated machine learning model development and deployment.

AI Cloud for building and deploying AI applications
As of 30 August 2026, H2O.ai is free to use. H2O. Softwr lists it under Machine Learning. H2O.ai is launched in 2012, available on Web.
Overview
H2O.ai provides an open-source machine learning platform with H2O-3 and enterprise solutions including H2O Driverless AI for automatic machine learning. It supports distributed computing, AutoML, and features automatic feature engineering and model explainability.
The honest half
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about H2O.ai.
Cross-shopped
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DataRobot: Enterprise AutoML platform with automated machine learning model development and deployment.


TensorFlow: Open-source machine learning framework with comprehensive tools for building and training models at scale.


Apache Spark MLlib: Distributed machine learning library built on Apache Spark for large-scale ML on clusters.
Pricing
Taken from the vendor's own pricing page. Prices move, so check before you buy.
H2O-3 Open Source
Free
Driverless AI
Free
Capabilities
AutoML
Distributed computing
Feature engineering
Model explainability
Time series forecasting
Spark
Integration with Spark
Hadoop
Integration with Hadoop
Python
Integration with Python
R
Integration with R
JDBC
Integration with JDBC
Linux support
Available on linux
Mac support
Available on mac
Answered, with sources
Each answer names the page it came from, so you can check it rather than take our word for it.
Yes. H2O-3 OSS is free and Apache-licensed, designed for self-managed and experimental workflows. H2O.ai also offers enterprise cloud solutions with additional features.
SourceOver 18,000 companies across Finance, Insurance, Healthcare, Retail, Telco, Sales, and Marketing use H2O's open-source machine learning platform.
SourceBehind it
Keep looking
The machine learning library inside Apache Spark, for data that will not fit on one machine
Microsoft's managed platform for training, tracking and deploying models on Azure
Visual workflow data science platform, now sold by Altair as AI Studio
Open-source MLOps platform for experiment tracking and orchestration
Fast inference provider using proprietary LPU hardware for low-latency serving
Softwr does not host reviews and shows no star rating for H2O.ai, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
What people switch to, and what they give up
Every tier, and where the cost actually lands
Put it head to head with anything we hold
Its rating, and an embed for your own site
Open-source MLOps platform for experiment tracking and orchestration
Open-source self-hosted, with paid hosted and enterprise tiersLLM engineering platform for testing and evaluating AI agents in production
Tiered subscription with usage-based overage chargesOpen-source AI orchestration framework for LLM applications
Open-source with optional paid enterprise supportThe world's most popular data science platform