# H2O.ai alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 230 of the 252 answers in the 1 category where H2O.ai holds a standing named it neither first nor as an alternative; these are the first choices those answers made. Page: https://it-ai-index.com/vendors/h2o-ai/alternatives/

## Named instead, most often (every category and segment added)

- Databricks Mosaic AI: 33
- Google Vertex AI: 23
- Azure Machine Learning: 22
- Amazon SageMaker: 21
- MLflow: 10
- Google Colab: 9

## ML platforms

**Small business**: 73 of 84 answers did not name H2O.ai (H2O.ai is #9 of 14 at 2%).

- Google Vertex AI: first choice in 16 of those 73
- KNIME Analytics Platform: first choice in 7 of those 73
- Amazon SageMaker: first choice in 6 of those 73
- Azure Machine Learning: first choice in 5 of those 73
- Google Colab: first choice in 5 of those 73
- MLflow: first choice in 5 of those 73
- Akkio: first choice in 3 of those 73
- Hugging Face: first choice in 3 of those 73

**Mid-market**: 79 of 84 answers did not name H2O.ai (H2O.ai is #9 of 13 at 0%).

- Azure Machine Learning: first choice in 11 of those 79
- Databricks Mosaic AI: first choice in 9 of those 79
- Amazon SageMaker: first choice in 7 of those 79
- Google Vertex AI: first choice in 5 of those 79
- MLflow: first choice in 5 of those 79
- Google Colab: first choice in 4 of those 79
- DataRobot: first choice in 2 of those 79
- KNIME Analytics Platform: first choice in 2 of those 79

**Enterprise**: 78 of 84 answers did not name H2O.ai (H2O.ai is #8 of 10 at 0%).

- Databricks Mosaic AI: first choice in 24 of those 78
- Amazon SageMaker: first choice in 8 of those 78
- Azure Machine Learning: first choice in 6 of those 78
- Dataiku: first choice in 2 of those 78
- Domino Data Lab: first choice in 2 of those 78
- Google Vertex AI: first choice in 2 of those 78
- Amazon Q: first choice in 1 of those 78
- DataRobot: first choice in 1 of those 78

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.