# ML platforms: what AI models recommend, September 2026

IT AI Recommendation Index, September 2026 Edition. Asked as "machine learning platform" and as "MLOps platform for training and deploying models", six framings each, to twelve models with search on, on behalf of a mid-market B2B company. Page: https://it-ai-index.com/it-data/ml-platforms/

**Standing:** Azure Machine Learning leads with 17% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Azure Machine Learning | 17% | 18% | 49 |
| 2 | Databricks | 12% | 10% | 30 |
| 3 | Amazon SageMaker | 10% | 29% | 49 |
| 4 | Google Vertex AI | 8% | 20% | 44 |
| 5 | Dataiku | 6% | 0% | 15 |
| 6 | Databricks Mosaic AI | 6% | 0% | 10 |
| 7 | TensorFlow | 4% | 0% | 10 |
| 8 | MLflow | 2% | 12% | 25 |
| 9 | DataRobot | 0% | 16% | 19 |
| 10 | H2O.ai | 0% | 13% | 15 |
| 11 | Weights & Biases | 0% | 25% | 12 |
| 12 | Kubeflow | 0% | 38% | 13 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Databricks; alternatives Amazon SageMaker, Azure Machine Learning
- Gemini 3.5 Flash: Dataiku; alternatives Azure Machine Learning, DataRobot, Databricks, Pecan AI
- Perplexity Sonar: Azure Machine Learning; alternatives Databricks Mosaic AI, Dataiku, Snowflake Cortex AI
- Grok 4.1 Fast: Azure Machine Learning; alternatives DataRobot, Databricks Mosaic AI, Dataiku
- Mistral Small: Azure Machine Learning; alternatives Amazon SageMaker, Databricks Mosaic AI, Dataiku, Google Vertex AI
- DeepSeek V4 Flash: Amazon SageMaker, Azure Machine Learning, Google Vertex AI; alternatives DataRobot, Dataiku, H2O.ai, KNIME
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Azure Machine Learning; alternatives Amazon SageMaker, Google Vertex AI
- Kimi K2: Dataiku; alternatives Azure Machine Learning, Databricks Mosaic AI
- GLM 4.7 FlashX: Dataiku; alternatives Azure Machine Learning, DataRobot, Databricks
- MiniMax M2.5: Azure Machine Learning, Databricks; alternatives Google Vertex AI, Snowflake Cortex AI

## Sources the answers cite

64 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- g2.com: 20 answers, 33 citations
- trustradius.com: 20 answers, 28 citations
- learn.g2.com: 17 answers, 23 citations
- techtarget.com: 12 answers, 15 citations
- unite.ai: 12 answers, 13 citations
- devopsschool.com: 11 answers, 14 citations
- deepusecase.com: 10 answers, 20 citations
- articsledge.com: 10 answers, 11 citations

Pages named in the most answers:

- https://learn.g2.com/best-data-science-ml-platforms (14 answers)
- https://unite.ai/10-best-machine-learning-software (12 answers)
- https://dataiku.com/blog/enterprise-machine-learning-platforms-how-to-choose (10 answers)
- https://dagshub.com/blog/top-deep-learning-platforms (9 answers)
- https://techvendorindex.com/compare/best-ai-ml-for-mid-market (9 answers)
- https://trustradius.com/machine-learning?company-size=mid-sized (9 answers)
- https://articsledge.com/post/machine-learning-platforms-comparison-azure-ai-vs-aws-sagemaker-vs-google-vertex-ai (8 answers)
- https://checkthat.ai/answers/what-are-the-best-machine-learning-platforms (8 answers)
- https://learn.g2.com/best-machine-learning-tools (8 answers)
- https://thirstysprout.com/post/best-machine-learning-platforms (8 answers)

## Warned against

- Amazon SageMaker: 14 of 49 labels negative. "Avoid these platforms if you are a small team, a startup, or just starting out." (GLM 4.7 FlashX, negative prompt)
- Google Vertex AI: 9 of 44 labels negative. "Avoid these platforms if you are a small team, a startup, or just starting out." (GLM 4.7 FlashX, negative prompt)
- Azure Machine Learning: 9 of 49 labels negative. "Avoid these platforms if you are a small team, a startup, or just starting out." (GLM 4.7 FlashX, negative prompt)
- DeepSeek: 4 of 4 labels negative. "leading experts to advise against logging in or using the service for enterprise tasks until stability improves" (Qwen 3.7 Flash, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.