| # | Entity | Score |
|---|---|---|
| 01 | AWS SageMaker | 90.5 |
| 02 | Vertex AI | 86.3 |
| 03 | Azure Machine Learning | 67.7 |
| 04 | Databricks | 62.4 |
| 05 | Hugging Face | 38.3 |
| 06 | MLflow | 38.3 |
| 07 | DataRobot | 33.9 |
| 08 | Dataiku | 31.3 |
| 09 | Weights & Biases | 31.1 |
| 10 | ClearML | 29.3 |
| 11 | Databricks Mosaic AI | 17.7 |
| 12 | H2O.ai | 16.3 |
| 13 | Domino Data Lab | 14.7 |
| 14 | Neptune.ai | 14.5 |
| 15 | TensorFlow | 14.2 |
| 16 | PyTorch | 14.0 |
| 17 | Google Colab | 13.9 |
| 18 | Scikit-learn | 13.8 |
| 19 | Kaggle Notebooks | 13.7 |
| 20 | AWS | 13.6 |
| 21 | Deepnote | 13.5 |
| 22 | Microsoft Azure | 13.5 |
| 23 | Google Cloud Platform | 13.3 |