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

Gane Index, November 2026 Edition. 211 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://www.gane.ai/index/it/vendors/mlflow/alternatives

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

- Databricks Mosaic AI: 36
- Azure Machine Learning: 30
- Amazon SageMaker: 18
- Google Vertex AI: 15
- Dataiku: 8
- Google Colab: 7

## ML platforms

**Small business**: 61 of 84 answers did not name MLflow (MLflow is #3 of 15 at 9%).

- Google Vertex AI: first choice in 10 of those 61
- Google Colab: first choice in 4 of those 61
- Amazon SageMaker: first choice in 3 of those 61
- Azure Machine Learning: first choice in 3 of those 61
- DataRobot: first choice in 2 of those 61
- Google Cloud AutoML: first choice in 2 of those 61
- Hugging Face: first choice in 2 of those 61
- KNIME Analytics Platform: first choice in 2 of those 61

**Mid-market**: 69 of 84 answers did not name MLflow (MLflow is #5 of 15 at 7%).

- Databricks Mosaic AI: first choice in 10 of those 69
- Azure Machine Learning: first choice in 9 of those 69
- Amazon SageMaker: first choice in 5 of those 69
- Dataiku: first choice in 5 of those 69
- Google Colab: first choice in 3 of those 69
- KNIME Analytics Platform: first choice in 2 of those 69
- PyTorch: first choice in 2 of those 69
- Snowflake Cortex AI: first choice in 2 of those 69

**Enterprise**: 81 of 84 answers did not name MLflow (MLflow is #10 of 11 at 0%).

- Databricks Mosaic AI: first choice in 26 of those 81
- Azure Machine Learning: first choice in 18 of those 81
- Amazon SageMaker: first choice in 10 of those 81
- Google Vertex AI: first choice in 5 of those 81
- Dataiku: first choice in 3 of those 81
- Domino Data Lab: first choice in 2 of those 81
- Amazon Bedrock: first choice in 1 of those 81
- Azure AI: first choice in 1 of those 81

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