# ML platforms: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "machine learning platform" and as "MLOps platform for training and deploying models", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/it/it-data/ml-platforms/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/it-data/ml-platforms/index.md

**Standing:** Azure Machine Learning leads with 21% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Azure Machine Learning](https://www.gane.ai/index/it/vendors/azure-machine-learning/index.md) | 21% | 14% | 49 |
| 2 | [Databricks Mosaic AI](https://www.gane.ai/index/it/vendors/databricks-mosaic-ai/index.md) | 14% | 11% | 44 |
| 3 | [Amazon SageMaker](https://www.gane.ai/index/it/vendors/amazon-sagemaker/index.md) | 11% | 25% | 51 |
| 4 | [Google Vertex AI](https://www.gane.ai/index/it/vendors/google-vertex-ai/index.md) | 9% | 19% | 57 |
| 5 | [Google Colab](https://www.gane.ai/index/it/vendors/google-colab/index.md) | 9% | 0% | 12 |
| 6 | [MLflow](https://www.gane.ai/index/it/vendors/mlflow/index.md) | 7% | 18% | 22 |
| 7 | [DataRobot](https://www.gane.ai/index/it/vendors/datarobot/index.md) | 4% | 11% | 19 |
| 11 | [TensorFlow](https://www.gane.ai/index/it/vendors/tensorflow/index.md) | 2% | 0% | 10 |
| 20 | [H2O.ai](https://www.gane.ai/index/it/vendors/h2o-ai/index.md) | 0% | 10% | 10 |
| 21 | [Dataiku](https://www.gane.ai/index/it/vendors/dataiku/index.md) | 0% | 10% | 10 |
| 23 | [Snowflake Cortex AI](https://www.gane.ai/index/it/vendors/snowflake-cortex-ai/index.md) | 0% | 17% | 12 |
| 26 | [Hugging Face](https://www.gane.ai/index/it/vendors/hugging-face/index.md) | 0% | 27% | 11 |

Rank is by share of first choices among all 105 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: Amazon SageMaker, Databricks Mosaic AI; alternatives Azure Machine Learning
- GPT-5.4 mini: Databricks Mosaic AI; alternatives Amazon SageMaker, Google Vertex AI
- Gemini 3.5 Flash: Pecan AI; alternatives Akkio, Azure Machine Learning, Dataiku, Google BigQuery ML
- Perplexity Sonar: Azure Machine Learning, Google Vertex AI; alternatives Amazon Forecast, DataRobot
- Grok 4.20: Azure Machine Learning; alternatives Amazon SageMaker, DataRobot, Databricks Mosaic AI, Google Vertex AI
- Mistral Small: Databricks Mosaic AI, Google Vertex AI; alternatives Amazon SageMaker
- DeepSeek V4 Flash: Azure Machine Learning; alternatives Amazon SageMaker, DataRobot, Databricks Mosaic AI, Dataiku
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: DataRobot; alternatives Azure Machine Learning, Databricks Mosaic AI, HubSpot Spot Intelligence, Salesforce Einstein
- Kimi K2: Azure Machine Learning, Databricks Mosaic AI; alternatives Amazon SageMaker, Google Vertex AI
- GLM 4.7 FlashX: no first choice
- MiniMax M2.5: DataRobot, Databricks Mosaic AI; alternatives Amazon SageMaker, Google Vertex AI
- GPT-6 Luna: Databricks Mosaic AI; alternatives Azure Machine Learning, Google Vertex AI, SageMaker AI, Snowflake Cortex AI
- Muse Glimmer 30B: Azure Machine Learning; alternatives Amazon SageMaker, Databricks Mosaic AI

## Sources the answers cite

72 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 24 answers, 48 citations
- checkthat.ai: 21 answers, 22 citations
- gane.ai/index: 20 answers, 29 citations
- learn.g2.com: 20 answers, 29 citations
- eweek.com: 19 answers, 19 citations
- devopsschool.com: 16 answers, 20 citations
- deepusecase.com: 14 answers, 32 citations
- ciopages.com: 12 answers, 12 citations

Pages named in the most answers:

- https://eweek.com/artificial-intelligence/machine-learning-solutions (19 answers)
- https://checkthat.ai/answers/what-are-the-best-machine-learning-platforms (17 answers)
- https://deepusecase.com/blog/best-machine-learning-platforms-2024 (13 answers)
- https://gane.ai/index/it/it-data/ml-platforms (13 answers)
- https://learn.g2.com/best-machine-learning-tools (13 answers)
- https://ciopages.com/buyer-guides/ai-ml-platform (11 answers)
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business (11 answers)
- https://dataiku.com/blog/enterprise-machine-learning-platforms-how-to-choose (10 answers)
- https://databricks.com/blog/mlops-frameworks-complete-guide-tools-and-platforms-production-ml (9 answers)
- https://learn.g2.com/best-data-science-ml-platforms (9 answers)

## Warned against

- Google Vertex AI: 11 of 57 labels negative. "it is often recommended to avoid for small teams or startups due to complexity and cost concerns" (Mistral Small, negative prompt)
- Amazon SageMaker: 13 of 51 labels negative. "Some AI models recommend avoiding this platform if you are a small team, a startup, or just starting out." (Llama 4 Maverick, negative prompt)
- Kubeflow: 8 of 13 labels negative. "Kubeflow | Requires Kubernetes expertise; steep learning curve" (Kimi K2, paraphrase prompt)
- Azure Machine Learning: 7 of 49 labels negative. "models suggesting caution or avoidance unless you have the necessary expertise and budget" (Mistral Small, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Databricks Mosaic AI (19%) to Azure Machine Learning (18%). Margin 4 points, within noise.

- KNIME Analytics Platform: 10% to 4%, −6. Inside the floor by 5 points · rank 4 → 8 of 95.
- Dataiku: 6% to 0%, −6. Inside the floor by 5 points · rank 6 → 20 of 95.
- Databricks Mosaic AI: 19% to 14%, −5. Inside the floor by 6 points · rank 1 → 2 of 95.
- Google Colab: 4% to 8%, +4. Inside the floor by 7 points · rank 9 → 5 of 95.
- MLflow: 2% to 6%, +4. Inside the floor by 7 points · rank 11 → 6 of 95.
- DataRobot: 0% to 4%, +4. Inside the floor by 7 points · rank 17 → 7 of 95.
- Google Vertex AI: 8% to 10%, +2. Inside the floor by 9 points · rank 5 → 3 of 95.
- TensorFlow: 4% to 2%, −2. Inside the floor by 9 points · rank 7 → 11 of 95.
- Weights & Biases: 0% to 2%, +2. Inside the floor by 9 points · rank 21 → 18 of 95.
- Azure Machine Learning: 17% to 18%, +1. Inside the floor by 10 points · rank 2 → 1 of 95.
- Amazon SageMaker: 10% to 10%, ±0. Inside the floor by 11 points · rank 3 → 4 of 95.
- H2O.ai: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 21 of 95.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.