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

Gane Index, November 2026 Edition. 157 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://www.gane.ai/index/it/vendors/databricks-mosaic-ai/alternatives

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

- Google Vertex AI: 14
- Azure Machine Learning: 10
- Google Colab: 9
- MLflow: 7
- Amazon SageMaker: 6
- KNIME Analytics Platform: 6

## ML platforms

**Small business**: 71 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #14 of 15 at 0%).

- Google Vertex AI: first choice in 14 of those 71
- Google Colab: first choice in 5 of those 71
- MLflow: first choice in 5 of those 71
- Hugging Face: first choice in 4 of those 71
- Amazon SageMaker: first choice in 3 of those 71
- KNIME Analytics Platform: first choice in 3 of those 71
- Azure Machine Learning: first choice in 2 of those 71
- Google Cloud AutoML: first choice in 2 of those 71

**Mid-market**: 52 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #1 of 15 at 24%).

- Azure Machine Learning: first choice in 4 of those 52
- Google Colab: first choice in 4 of those 52
- KNIME Analytics Platform: first choice in 3 of those 52
- Amazon SageMaker: first choice in 2 of those 52
- Dataiku: first choice in 2 of those 52
- MLflow: first choice in 2 of those 52
- PyTorch: first choice in 2 of those 52
- TensorFlow: first choice in 2 of those 52

**Enterprise**: 34 of 84 answers did not name Databricks Mosaic AI (Databricks Mosaic AI is #1 of 11 at 49%).

- Azure Machine Learning: first choice in 4 of those 34
- Amazon SageMaker: first choice in 1 of those 34
- Dataiku: first choice in 1 of those 34
- Domino Data Lab: first choice in 1 of those 34

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