| 01 | Databricks | 75.8 |
| 02 | Vertex AI | 75.3 |
| 03 | AWS SageMaker | 53.2 |
| 04 | Dataiku | 49.6 |
| 05 | Azure Machine Learning | 43.3 |
| 06 | H2O.ai | 22.8 |
| 07 | Snowflake AI Data Cloud | 20.6 |
| 08 | PyTorch | 19.8 |
| 09 | Azure Databricks | 18.7 |
| 10 | KNIME | 18.2 |
| 11 | Azure Machine Learning ecosystem | 17.7 |
| 12 | TensorFlow | 16.3 |
| 13 | IBM watsonx | 15.8 |
| 14 | H2O AI Cloud | 14.1 |
| 15 | Deepnote | 13.5 |
| 16 | Saturn Cloud | 13.1 |
| 17 | Alteryx One Platform | 12.5 |
| 18 | Gartner | 12.2 |
| 19 | Domino Data Lab | 12.2 |
| 20 | G2 | 12.0 |
| 21 | DataRobot | 11.8 |
| 22 | Google Colab | 10.5 |
| 23 | Scikit-learn | 10.2 |
| 24 | MLflow | 9.4 |
| 25 | Anaconda | 8.8 |
| 26 | Weights & Biases | 8.4 |
| 27 | Kubeflow | 8.1 |
| 28 | Gartner Magic Quadrant reports | 6.8 |
| 29 | G2 reviews | 6.7 |
| 30 | SoftwareReviews | 6.7 |