# ML platforms for small business buyers: what AI models recommend, November 2026

Gane Index, November 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 small B2B company. Page: https://www.gane.ai/index/it/it-data/ml-platforms/2026-11/smb

**Standing:** Google Vertex AI leads with 20% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Google Vertex AI](https://www.gane.ai/index/it/vendors/google-vertex-ai/index.md) | 20% | 20% | 49 |
| 2 | [Azure Machine Learning](https://www.gane.ai/index/it/vendors/azure-machine-learning/index.md) | 11% | 23% | 57 |
| 3 | [MLflow](https://www.gane.ai/index/it/vendors/mlflow/index.md) | 9% | 10% | 31 |
| 4 | [Google Colab](https://www.gane.ai/index/it/vendors/google-colab/index.md) | 9% | 6% | 18 |
| 5 | [Amazon SageMaker](https://www.gane.ai/index/it/vendors/amazon-sagemaker/index.md) | 9% | 37% | 59 |
| 6 | [Hugging Face](https://www.gane.ai/index/it/vendors/hugging-face/index.md) | 5% | 6% | 17 |
| 7 | [DataRobot](https://www.gane.ai/index/it/vendors/datarobot/index.md) | 5% | 50% | 26 |
| 8 | [KNIME Analytics Platform](https://www.gane.ai/index/it/vendors/knime-analytics-platform/index.md) | 4% | 6% | 18 |
| 9 | [scikit-learn](https://www.gane.ai/index/it/vendors/scikit-learn/index.md) | 4% | 0% | 12 |
| 12 | [Weights & Biases](https://www.gane.ai/index/it/vendors/weights-biases/index.md) | 2% | 12% | 17 |
| 15 | [Dataiku](https://www.gane.ai/index/it/vendors/dataiku/index.md) | 2% | 32% | 19 |
| 22 | [RapidMiner](https://www.gane.ai/index/it/vendors/rapidminer/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 148 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: no first choice
- GPT-5.4 mini: Amazon SageMaker, Azure Machine Learning; alternatives Databricks Mosaic AI
- Gemini 3.5 Flash: Obviously AI; alternatives AWS SageMaker Canvas, BigML, Google Vertex AI, Microsoft Azure Automated ML
- Perplexity Sonar: Google Vertex AI; alternatives Amazon SageMaker, Azure Machine Learning, H2O.ai
- Grok 4.20: Google Vertex AI; alternatives Amazon SageMaker, Azure Machine Learning, BigML, DataRobot
- Mistral Small: Google Vertex AI, OpenAI Platform; alternatives Akkio, Amazon SageMaker, KNIME Analytics Platform
- DeepSeek V4 Flash: Google Vertex AI; alternatives Azure Machine Learning, BigML, Levity
- Llama 4 Maverick: Google Vertex AI; alternatives Amazon SageMaker, Azure Machine Learning, Fiddler AI, Hugging Face
- Qwen 3.7 Flash: DataRobot; alternatives Alteryx, Databricks Mosaic AI, RapidMiner
- Kimi K2: Google Vertex AI; alternatives Amazon SageMaker Autopilot / SageMaker Canvas, Azure AutoML, BigML, Dataiku
- GLM 4.7 FlashX: Google Cloud AutoML; alternatives Amazon SageMaker, Azure Machine Learning, BigML, DataRobot
- MiniMax M2.5: DataRobot, Google Cloud AutoML; alternatives Amazon SageMaker, Azure Machine Learning
- GPT-6 Luna: Google Cloud's Gemini Enterprise Agent Platform; alternatives Amazon SageMaker, Azure Machine Learning, Databricks Mosaic AI
- Muse Glimmer 30B: Google Vertex AI; alternatives Akkio, Alteryx, Amazon SageMaker, Azure Machine Learning

## Sources the answers cite

64 of 84 answers came back with a source list, from 13 of 14 models. Sites named in the most answers:

- g2.com: 44 answers, 89 citations
- spotsaas.com: 27 answers, 44 citations
- gane.ai/index: 24 answers, 24 citations
- techvendorindex.com: 13 answers, 14 citations
- softwr.com: 11 answers, 12 citations
- aws.amazon.com: 10 answers, 17 citations
- github.com: 10 answers, 15 citations
- qovery.com: 10 answers, 10 citations

Pages named in the most answers:

- https://gane.ai/index/it/it-data/ml-platforms/smb (24 answers)
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business (21 answers)
- https://spotsaas.com/list/machine-learning-software/for-small-business (19 answers)
- https://g2.com/categories/machine-learning/small-business (18 answers)
- https://g2.com/categories/mlops-platforms/small-business (11 answers)
- https://qovery.com/blog/gcp-vs-aws-ml-without-mlops-team-ranked (10 answers)
- https://techvendorindex.com/compare/best-ai-ml-for-small-business (9 answers)
- https://cotocus.com/blog/top-10-machine-learning-platforms-features-pros-cons-comparison (8 answers)
- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business (8 answers)
- https://eweek.com/artificial-intelligence/machine-learning-solutions (7 answers)

## Warned against

- Databricks Mosaic AI: 17 of 37 labels negative. "Why to avoid: This platform is excellent for massive data lakes but is frequently criticized for being prohibitively expensive for small businesses." (GLM 4.7 FlashX, negative prompt)
- Amazon SageMaker: 22 of 59 labels negative. "Avoid or be very cautious with enterprise-focused, full-featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)" (Muse Glimmer 30B, negative prompt)
- Azure Machine Learning: 13 of 57 labels negative. "proprietary elements make migration painful. SMBs risk over-reliance on Microsoft partnerships that limit flexibility." (Grok 4.20, negative prompt)
- Google Vertex AI: 10 of 49 labels negative. "incredibly powerful but often disastrous for small teams due to complexity and cost" (Qwen 3.7 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Google Vertex AI at 20%.

- Azure Machine Learning: 5% to 11%, +6. Inside the floor by 5 points · rank 7 → 2 of 148.
- KNIME Analytics Platform: 8% to 4%, −4. Inside the floor by 7 points · rank 3 → 8 of 148.
- MLflow: 6% to 9%, +3. Inside the floor by 8 points · rank 6 → 3 of 148.
- DataRobot: 2% to 5%, +3. Inside the floor by 8 points · rank 27 → 7 of 148.
- Databricks Mosaic AI: 3% to 0%, −3. Inside the floor by 8 points · rank 10 → 145 of 148.
- scikit-learn: 2% to 4%, +2. Inside the floor by 9 points · rank 16 → 9 of 148.
- H2O.ai: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 24 of 148.
- Google Vertex AI: 19% to 20%, +1. Inside the floor by 10 points · rank 1 of 148, unchanged.
- Amazon SageMaker: 8% to 9%, +1. Inside the floor by 10 points · rank 5 of 148, unchanged.
- TensorFlow: 3% to 2%, −1. Inside the floor by 10 points · rank 9 → 14 of 148.
- Google Colab: 9% to 9%, ±0. Inside the floor by 11 points · rank 2 → 4 of 148.
- Hugging Face: 5% to 5%, ±0. Inside the floor by 11 points · rank 8 → 6 of 148.

## Record

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