# MLflow alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 210 of the 252 answers in the 1 category where MLflow 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/mlflow/alternatives/

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

- Databricks Mosaic AI: 32
- Google Vertex AI: 20
- Amazon SageMaker: 18
- Azure Machine Learning: 18
- KNIME Analytics Platform: 10
- Google Colab: 9

## ML platforms

**Small business**: 62 of 84 answers did not name MLflow (MLflow is #4 of 14 at 6%).

- Google Vertex AI: first choice in 11 of those 62
- KNIME Analytics Platform: first choice in 8 of those 62
- Akkio: first choice in 5 of those 62
- Amazon SageMaker: first choice in 5 of those 62
- Google Colab: first choice in 5 of those 62
- Azure Machine Learning: first choice in 4 of those 62
- BigML: first choice in 2 of those 62
- Databricks Mosaic AI: first choice in 2 of those 62

**Mid-market**: 69 of 84 answers did not name MLflow (MLflow is #6 of 13 at 7%).

- Azure Machine Learning: first choice in 7 of those 69
- Databricks Mosaic AI: first choice in 7 of those 69
- Amazon SageMaker: first choice in 5 of those 69
- Google Vertex AI: first choice in 5 of those 69
- Google Colab: first choice in 4 of those 69
- DataRobot: first choice in 2 of those 69
- KNIME Analytics Platform: first choice in 2 of those 69
- PyTorch: first choice in 2 of those 69

**Enterprise**: 79 of 84 answers did not name MLflow.

- Databricks Mosaic AI: first choice in 23 of those 79
- Amazon SageMaker: first choice in 8 of those 79
- Azure Machine Learning: first choice in 7 of those 79
- Domino Data Lab: first choice in 5 of those 79
- Google Vertex AI: first choice in 4 of those 79
- DataRobot: first choice in 3 of those 79
- Dataiku: first choice in 3 of those 79
- Amazon Q: first choice in 1 of those 79

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