# Azure Machine Learning alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 162 of the 252 answers in the 1 category where Azure Machine Learning 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/azure-machine-learning/alternatives/

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

- Databricks Mosaic AI: 12
- Google Colab: 9
- Google Vertex AI: 7
- KNIME Analytics Platform: 6
- MLflow: 6
- Akkio: 4

## ML platforms

**Small business**: 56 of 84 answers did not name Azure Machine Learning (Azure Machine Learning is #5 of 14 at 5%).

- KNIME Analytics Platform: first choice in 6 of those 56
- Google Colab: first choice in 5 of those 56
- Akkio: first choice in 4 of those 56
- Google Vertex AI: first choice in 3 of those 56
- MLflow: first choice in 3 of those 56
- Amazon SageMaker: first choice in 2 of those 56
- Databricks Mosaic AI: first choice in 2 of those 56
- Hugging Face: first choice in 2 of those 56

**Mid-market**: 56 of 84 answers did not name Azure Machine Learning (Azure Machine Learning is #1 of 13 at 21%).

- Databricks Mosaic AI: first choice in 4 of those 56
- Google Colab: first choice in 4 of those 56
- MLflow: first choice in 3 of those 56
- Google Vertex AI: first choice in 2 of those 56
- PyTorch: first choice in 2 of those 56
- scikit-learn: first choice in 2 of those 56
- Amazon SageMaker: first choice in 1 of those 56
- Amazon SageMaker Canvas: first choice in 1 of those 56

**Enterprise**: 50 of 84 answers did not name Azure Machine Learning (Azure Machine Learning is #3 of 10 at 11%).

- Databricks Mosaic AI: first choice in 6 of those 50
- Domino Data Lab: first choice in 4 of those 50
- Dataiku: first choice in 2 of those 50
- Google Vertex AI: first choice in 2 of those 50
- Amazon Q: first choice in 1 of those 50
- Amazon SageMaker: first choice in 1 of those 50
- DataRobot: first choice in 1 of those 50
- H2O.ai: first choice in 1 of those 50

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