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

Gane 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 small B2B company. Page: https://www.gane.ai/index/it/it-data/ml-platforms/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/it-data/ml-platforms/smb/index.md

**Standing:** Google Vertex AI leads with 17% of first choices; verdict contested. 53 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) | 17% | 20% | 50 |
| 2 | [Google Colab](https://www.gane.ai/index/it/vendors/google-colab/index.md) | 13% | 0% | 13 |
| 3 | [Azure Machine Learning](https://www.gane.ai/index/it/vendors/azure-machine-learning/index.md) | 9% | 29% | 42 |
| 4 | [MLflow](https://www.gane.ai/index/it/vendors/mlflow/index.md) | 9% | 14% | 22 |
| 5 | [KNIME Analytics Platform](https://www.gane.ai/index/it/vendors/knime-analytics-platform/index.md) | 8% | 0% | 28 |
| 10 | [Databricks Mosaic AI](https://www.gane.ai/index/it/vendors/databricks-mosaic-ai/index.md) | 4% | 50% | 22 |
| 11 | [H2O.ai](https://www.gane.ai/index/it/vendors/h2o-ai/index.md) | 2% | 5% | 19 |
| 12 | [BigML](https://www.gane.ai/index/it/vendors/bigml/index.md) | 2% | 0% | 11 |
| 13 | [Dataiku](https://www.gane.ai/index/it/vendors/dataiku/index.md) | 2% | 18% | 11 |
| 14 | [Amazon SageMaker](https://www.gane.ai/index/it/vendors/amazon-sagemaker/index.md) | 2% | 44% | 48 |
| 24 | [Hugging Face](https://www.gane.ai/index/it/vendors/hugging-face/index.md) | 0% | 0% | 11 |
| 25 | [RapidMiner](https://www.gane.ai/index/it/vendors/rapidminer/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 112 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: Databricks Mosaic AI; alternatives Amazon SageMaker, Google Vertex AI, Microsoft Fabric
- Gemini 3.5 Flash: Akkio, Obviously AI; alternatives Amazon SageMaker, Azure Machine Learning, Google Vertex AI, KNIME Analytics Platform
- Perplexity Sonar: Google Vertex AI; alternatives BigML, Deepnote, KNIME Analytics Platform
- Grok 4.20: Google Vertex AI; alternatives Azure Machine Learning, H2O.ai, RapidMiner
- Mistral Small: Azure Machine Learning, Google Vertex AI; alternatives IBM Watson
- DeepSeek V4 Flash: Akkio, BigML; alternatives Amazon SageMaker, Azure Machine Learning, Google Vertex AI, H2O.ai
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Graphite Note, Pecan AI; alternatives Azure Machine Learning, BigML, Google Vertex AI
- Kimi K2: Google Vertex AI, H2O.ai
- GLM 4.7 FlashX: Azure Machine Learning; alternatives Amazon SageMaker, Google Vertex AI, H2O.ai, KNIME Analytics Platform
- MiniMax M2.5: Azure Machine Learning, Google Vertex AI; alternatives Amazon SageMaker

## Sources the answers cite

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

- g2.com: 42 answers, 98 citations
- godofprompt.ai: 19 answers, 19 citations
- softwr.com: 17 answers, 18 citations
- devopsschool.com: 16 answers, 20 citations
- thirstysprout.com: 15 answers, 15 citations
- us.fitgap.com: 15 answers, 15 citations
- startupstash.com: 14 answers, 14 citations
- checkthat.ai: 13 answers, 14 citations

Pages named in the most answers:

- https://g2.com/categories/mlops-platforms/small-business (24 answers)
- https://godofprompt.ai/blog/machine-learning-platforms-for-small-businesses (19 answers)
- https://g2.com/categories/machine-learning/small-business (17 answers)
- https://softwr.com/best/machine-learning-for-small-businesses (16 answers)
- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business (15 answers)
- https://thirstysprout.com/post/best-machine-learning-platforms (15 answers)
- https://us.fitgap.com/search/mlops-platforms/small-business (15 answers)
- https://startupstash.com/best-low-code-machine-learning-platforms (14 answers)
- https://tinyctl.dev/roundups/machine-learning-platforms (13 answers)
- https://xenonstack.com/blog/top-mlops-platforms (12 answers)

## Warned against

- Amazon SageMaker: 21 of 48 labels negative. "Avoid or be very cautious with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)" (MiniMax M2.5, negative prompt)
- Azure Machine Learning: 12 of 42 labels negative. "Avoid or be very cautious with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)" (MiniMax M2.5, negative prompt)
- Databricks Mosaic AI: 11 of 22 labels negative. "Premium pricing and steep learning curve; overkill for simple analytics or small data sets." (GLM 4.7 FlashX, negative prompt)
- Google Vertex AI: 10 of 50 labels negative. "Avoid or be very cautious with enterprise‑focused, full‑featured cloud ML services (SageMaker, Azure ML, Google Cloud AI Platform, IBM Watson)" (MiniMax M2.5, negative prompt)

## Record

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