# Databricks Mosaic AI alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 180 of the 252 answers in the 1 category where Databricks Mosaic 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/databricks-mosaic-ai/alternatives/

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

- Google Vertex AI: 20
- Azure Machine Learning: 11
- Google Colab: 11
- KNIME Analytics Platform: 11
- Amazon SageMaker: 10
- MLflow: 8

## ML platforms

**Small business**: 73 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #8 of 14 at 3%).

- Google Vertex AI: first choice in 15 of those 73
- KNIME Analytics Platform: first choice in 9 of those 73
- Google Colab: first choice in 6 of those 73
- Akkio: first choice in 5 of those 73
- Azure Machine Learning: first choice in 5 of those 73
- Amazon SageMaker: first choice in 4 of those 73
- MLflow: first choice in 4 of those 73
- Hugging Face: first choice in 3 of those 73

**Mid-market**: 59 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #2 of 13 at 14%).

- Azure Machine Learning: first choice in 5 of those 59
- Google Colab: first choice in 5 of those 59
- Amazon SageMaker: first choice in 4 of those 59
- Google Vertex AI: first choice in 4 of those 59
- MLflow: first choice in 4 of those 59
- KNIME Analytics Platform: first choice in 2 of those 59
- PyTorch: first choice in 2 of those 59
- scikit-learn: first choice in 2 of those 59

**Enterprise**: 48 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #1 of 10 at 44%).

- Domino Data Lab: first choice in 5 of those 48
- DataRobot: first choice in 3 of those 48
- Dataiku: first choice in 3 of those 48
- Amazon SageMaker: first choice in 2 of those 48
- Amazon Q: first choice in 1 of those 48
- Azure Machine Learning: first choice in 1 of those 48
- Google Vertex AI: first choice in 1 of those 48
- H2O.ai: first choice in 1 of those 48

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