| 01 | Amazon SageMaker | 86.8 |
| 02 | Google Vertex AI | 71.6 |
| 03 | Azure Machine Learning | 59.2 |
| 04 | Google Colab | 53.6 |
| 05 | Databricks | 52.7 |
| 06 | MLflow | 39.1 |
| 07 | Apache Spark | 34.3 |
| 08 | Hugging Face ecosystem | 33.7 |
| 09 | TensorFlow | 30.4 |
| 10 | GitHub Actions | 24.1 |
| 11 | Azure DevOps | 23.1 |
| 12 | Amazon SageMaker Studio Lab | 22.3 |
| 13 | Google Cloud BigQuery ML | 20.3 |
| 14 | Clarify | 19.6 |
| 15 | Feature Store | 18.1 |
| 16 | BigQuery | 16.3 |
| 17 | DataRobot | 16.3 |
| 18 | KNIME | 15.8 |
| 19 | RapidMiner | 15.4 |
| 20 | Gemini | 15.2 |
| 21 | Alteryx | 15.0 |
| 22 | OpenAI | 14.5 |
| 23 | PyTorch | 14.4 |
| 24 | Microsoft Azure OpenAI Service | 14.2 |
| 25 | H2O.ai | 14.2 |
| 26 | H2O-3 | 14.0 |
| 27 | Microsoft 365 Copilot | 13.9 |
| 28 | H2O Driverless AI | 13.8 |
| 29 | Microsoft Power BI | 13.7 |
| 30 | Hub | 13.0 |