# DataRobot vs H2O Comparison | | DataRobot | H2O | |---|---|---| | **Star Rating** | 4.4 out of 5 | 4.5 out of 5 | | **Total Reviews** | 27 | 24 | | **Largest Market Segment** | Small-Business (52.0% of reviews) | Small-Business (54.5% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | --- ## Ratings Comparison | Rating | DataRobot | H2O | |---|---|---| | **Meets Requirements** | 8.8 (24 reviews) | 8.0 (15 reviews) | | **Ease of Use** | 8.4 (24 reviews) | 9.0 (14 reviews) | | **Ease of Setup** | 7.1 (12 reviews) | 7.8 (6 reviews) | | **Ease of Admin** | 7.4 (11 reviews) | 8.3 (6 reviews) | | **Quality of Support** | 7.9 (23 reviews) | 8.8 (13 reviews) | | **Has the product been a good partner in doing business?** | 8.3 (11 reviews) | 8.3 (5 reviews) | | **Product Direction (% positive)** | 8.4 (22 reviews) | 6.4 (13 reviews) | --- ## Pricing ### DataRobot #### Entry-Level Pricing No pricing available #### Free Trial No information available ### H2O #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **DataRobot** | N/A | N/A | | **H2O** | 8.7/10 | 10 | #### System | Feature | DataRobot | H2O | |---|---|---| | **Data Ingestion & Wrangling** | Not enough data | 8.5 (8 reviews) | #### Model Development | Feature | DataRobot | H2O | |---|---|---| | **Language Support** | Not enough data | 8.3 (8 reviews) | | **Drag and Drop** | Not enough data | 8.3 (8 reviews) | | **Pre-Built Algorithms** | Not enough data | 9.4 (8 reviews) | | **Model Training** | Not enough data | 9.2 (8 reviews) | #### Model Development | Feature | DataRobot | H2O | |---|---|---| | **Feature Engineering** | Not enough data | 9.0 (8 reviews) | #### Machine/Deep Learning Services | Feature | DataRobot | H2O | |---|---|---| | **Computer Vision** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Natural Language Generation** | Not enough data | Not enough data | | **Artificial Neural Networks** | Not enough data | 9.0 (5 reviews) | #### Machine/Deep Learning Services | Feature | DataRobot | H2O | |---|---|---| | **Natural Language Understanding** | Not enough data | Not enough data | | **Deep Learning** | Not enough data | 9.0 (5 reviews) | #### Deployment | Feature | DataRobot | H2O | |---|---|---| | **Managed Service** | Not enough data | 8.1 (6 reviews) | | **Application** | Not enough data | 8.0 (5 reviews) | | **Scalability** | Not enough data | 8.6 (6 reviews) | #### Generative AI | Feature | DataRobot | H2O | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | | **AI Text-to-Image** | Not enough data | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | DataRobot | H2O | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **DataRobot** | N/A | N/A | | **H2O** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | DataRobot | H2O | |---|---|---| | **AI High Availability** | Not enough data | Not enough data | | **AI Model Training Scalability** | Not enough data | Not enough data | | **AI Inference Speed** | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | DataRobot | H2O | |---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | Not enough data | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | DataRobot | H2O | |---|---|---| | **AI Multi-cloud Support** | Not enough data | Not enough data | | **AI Data Pipeline Integration** | Not enough data | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | DataRobot | H2O | |---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | DataRobot | H2O | |---|---|---| | **AI Documentation Quality** | Not enough data | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | ### Artificial Neural Network | Product | Score | Reviews | |---|---|---| | **DataRobot** | N/A | N/A | | **H2O** | N/A | N/A | #### Core Functionality - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **Neural Network Training** | Not enough data | Not enough data | | **Neural Network Testing** | Not enough data | Not enough data | | **Model Evaluation** | Not enough data | Not enough data | | **Compliance** | Not enough data | Not enough data | #### Data Handling - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **Data Integration** | Not enough data | Not enough data | | **Data Preprocessing** | Not enough data | Not enough data | #### Performance - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **Model Optimization** | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | #### Usability - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **User Interface** | Not enough data | Not enough data | | **Documentation & Support** | Not enough data | Not enough data | | **Customizability** | Not enough data | Not enough data | #### Advanced Features - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **Deep Learning Capabilities** | Not enough data | Not enough data | | **Transfer Learning** | Not enough data | Not enough data | | **Real-Time Processing** | Not enough data | Not enough data | | **Automated Model Tuning** | Not enough data | Not enough data | | **Visualization Tools** | Not enough data | Not enough data | #### Agentic AI - Artificial Neural Network | Feature | DataRobot | H2O | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **DataRobot** | N/A | N/A | | **H2O** | N/A | N/A | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | DataRobot | H2O | |---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | | **Multi‑Source Connector Support** | Not enough data | Not enough data | | **Schema Drift / Change Detection** | Not enough data | Not enough data | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | DataRobot | H2O | |---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | | **Code Extensibility** | Not enough data | Not enough data | | **Automated Feature Engineering** | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **DataRobot** | N/A | N/A | | **H2O** | 8.2/10 | 8 | #### Statistical Tool | Feature | DataRobot | H2O | |---|---|---| | **Scripting** | Not enough data | 8.1 (6 reviews) | | **Data Mining** | Not enough data | Not enough data | | **Algorithms** | Not enough data | 8.3 (5 reviews) | #### Data Analysis | Feature | DataRobot | H2O | |---|---|---| | **Analysis** | Not enough data | 8.7 (5 reviews) | | **Data Interaction** | Not enough data | 8.0 (5 reviews) | #### Decision Making | Feature | DataRobot | H2O | |---|---|---| | **Modeling** | Not enough data | 9.0 (5 reviews) | | **Data Visualizations** | Not enough data | Not enough data | | **Report Generation** | Not enough data | 8.3 (5 reviews) | | **Data Unification** | Not enough data | 7.0 (5 reviews) | #### Generative AI | Feature | DataRobot | H2O | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | --- ## Categories **Shared Categories (2):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics) **Unique to DataRobot (1):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) **Unique to H2O (2):** [Artificial Neural Network Software](https://www.g2.com/categories/artificial-neural-network), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) --- ## Reviewer Demographics ### By Company Size | Segment | DataRobot | H2O | |---|---|---| | **Small-Business** | 52.0% | 54.5% | | **Mid-Market** | 20.0% | 13.6% | | **Enterprise** | 28.0% | 31.8% | ### By Industry #### DataRobot - **Computer Software:** 20.0% - **Information Technology and Services:** 12.0% - **Telecommunications:** 8.0% - **Financial Services:** 8.0% - **Architecture & Planning:** 4.0% - **Biotechnology:** 4.0% - **Computer Hardware:** 4.0% - **Education Management:** 4.0% - **Environmental Services:** 4.0% - **Hospital & Health Care:** 4.0% - **Other:** 28.0% #### H2O - **Financial Services:** 13.6% - **Retail:** 9.1% - **Research:** 9.1% - **Marketing and Advertising:** 9.1% - **Information Technology and Services:** 9.1% - **Higher Education:** 9.1% - **Telecommunications:** 4.5% - **Oil & Energy:** 4.5% - **Non-Profit Organization Management:** 4.5% - **Media Production:** 4.5% - **Other:** 22.7% --- ## Alternatives ### Alternatives to DataRobot - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (53 reviews) - [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews) - [Qlik Predict](https://www.g2.com/products/qlik-predict/reviews) — 4.4/5 stars (81 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) ### Alternatives to H2O - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (53 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) --- ## Top Discussions ### DataRobot - Title: [Can I use external libraries with my algorithms?](https://www.g2.com/discussions/can-i-use-external-libraries-with-my-algorithms) — 1 comment, 1 upvote > **Top comment:** "Yes, you can. Algorithmia has complete package management capabilities built in to the platform. " - Title: [How much does using Algorithmia cost?](https://www.g2.com/discussions/how-much-does-using-algorithmia-cost) — 1 comment, 1 upvote > **Top comment:** "You can get started on Algorithmia Teams for as little as $299/month. Go to teams.algorithmia.com and sign up now!" - Title: [I found a bug in an algorithm or it's not producing the expected results, what can I do?](https://www.g2.com/discussions/i-found-a-bug-in-an-algorithm-or-it-s-not-producing-the-expected-results-what-can-i-do) — 1 comment, 1 upvote > **Top comment:** "If you are an Algorithmia Enterprise user, contact your account team for an immediate response. For Teams, while you are logged in to the platform, you..." ### H2O No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/datarobot-vs-h2o)