# Google Colab alternatives: what AI models name instead, October 2026

IT AI Recommendation Index, October 2026 Edition. 236 of the 252 answers in the 1 category where Google Colab 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/google-colab/alternatives/

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

- Databricks Mosaic AI: 34
- Google Vertex AI: 25
- Amazon SageMaker: 24
- Azure Machine Learning: 24
- MLflow: 11
- KNIME Analytics Platform: 9

## ML platforms

**Small business**: 77 of 84 answers did not name Google Colab.

- Google Vertex AI: first choice in 17 of those 77
- KNIME Analytics Platform: first choice in 7 of those 77
- MLflow: first choice in 7 of those 77
- Amazon SageMaker: first choice in 6 of those 77
- Akkio: first choice in 5 of those 77
- Azure Machine Learning: first choice in 5 of those 77
- H2O.ai: first choice in 3 of those 77
- BigML: first choice in 2 of those 77

**Mid-market**: 75 of 84 answers did not name Google Colab (Google Colab is #5 of 13 at 9%).

- Azure Machine Learning: first choice in 12 of those 75
- Databricks Mosaic AI: first choice in 9 of those 75
- Amazon SageMaker: first choice in 8 of those 75
- Google Vertex AI: first choice in 4 of those 75
- MLflow: first choice in 4 of those 75
- DataRobot: first choice in 2 of those 75
- KNIME Analytics Platform: first choice in 2 of those 75
- ClearML: first choice in 1 of those 75

**Enterprise**: 84 of 84 answers did not name Google Colab.

- Databricks Mosaic AI: first choice in 25 of those 84
- Amazon SageMaker: first choice in 10 of those 84
- Azure Machine Learning: first choice in 7 of those 84
- Domino Data Lab: first choice in 5 of those 84
- Google Vertex AI: first choice in 4 of those 84
- DataRobot: first choice in 3 of those 84
- Dataiku: first choice in 3 of those 84
- Amazon Q: first choice in 1 of those 84

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