| # | Entity | Score |
|---|---|---|
| 01 | RunPod | 84.7 |
| 02 | AWS SageMaker | 55.3 |
| 03 | Vertex AI | 53.2 |
| 04 | Azure Machine Learning | 52.8 |
| 05 | Google Colab | 46.0 |
| 06 | Hugging Face | 43.5 |
| 07 | DeepInfra | 38.6 |
| 08 | Lambda Labs | 36.7 |
| 09 | Vast.ai | 34.6 |
| 10 | TensorFlow | 30.0 |
| 11 | PyTorch | 23.1 |
| 12 | Databricks | 22.2 |
| 13 | KNIME | 20.3 |
| 14 | H2O.ai (H2O-3) | 18.7 |
| 15 | modal | 18.1 |
| 16 | BigML | 17.7 |
| 17 | RapidMiner | 16.9 |
| 18 | Together AI | 16.3 |
| 19 | Paperspace Gradient (by DigitalOcean) | 15.2 |
| 20 | Kaggle Notebooks | 14.8 |
| 21 | Colab Pro | 14.2 |
| 22 | Northflank | 14.2 |