# ML platforms for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/it/it-data/ml-platforms/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/smb/index.md

**Standing:** Google Vertex AI leads with 19% of first choices; verdict contested. 64 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) | 19% | 27% | 55 |
| 3 | [KNIME Analytics Platform](https://www.gane.ai/index/it/vendors/knime-analytics-platform/index.md) | 8% | 0% | 20 |
| 5 | [Amazon SageMaker](https://www.gane.ai/index/it/vendors/amazon-sagemaker/index.md) | 8% | 42% | 52 |
| 6 | [MLflow](https://www.gane.ai/index/it/vendors/mlflow/index.md) | 6% | 0% | 26 |
| 7 | [Azure Machine Learning](https://www.gane.ai/index/it/vendors/azure-machine-learning/index.md) | 5% | 27% | 48 |
| 8 | [Hugging Face](https://www.gane.ai/index/it/vendors/hugging-face/index.md) | 5% | 7% | 14 |
| 9 | [TensorFlow](https://www.gane.ai/index/it/vendors/tensorflow/index.md) | 3% | 14% | 14 |
| 10 | [Databricks Mosaic AI](https://www.gane.ai/index/it/vendors/databricks-mosaic-ai/index.md) | 3% | 41% | 32 |
| 11 | [H2O.ai](https://www.gane.ai/index/it/vendors/h2o-ai/index.md) | 2% | 0% | 14 |
| 12 | [Dataiku](https://www.gane.ai/index/it/vendors/dataiku/index.md) | 2% | 8% | 13 |
| 13 | [Weights & Biases](https://www.gane.ai/index/it/vendors/weights-biases/index.md) | 2% | 8% | 13 |
| 27 | [DataRobot](https://www.gane.ai/index/it/vendors/datarobot/index.md) | 2% | 50% | 20 |

Rank is by share of first choices among all 139 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: Akkio; alternatives H2O.ai, Levity
- GPT-5.4 mini: Databricks Mosaic AI; alternatives Amazon SageMaker, Snowflake Cortex AI
- Gemini 3.5 Flash: Akkio, Pecan AI; alternatives AWS SageMaker Autopilot, Airtable, Google Vertex AI, KNIME Analytics Platform
- Perplexity Sonar: Akkio; alternatives Amazon SageMaker, Deepnote
- Grok 4.20: Amazon SageMaker, Google Vertex AI; alternatives Azure Machine Learning, DataRobot
- Mistral Small: Azure OpenAI Service; alternatives Oracle Data Science Cloud Service, TensorFlow
- DeepSeek V4 Flash: Akkio; alternatives Azure Machine Learning, Google Vertex AI, H2O.ai, Zapier
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: H2O.ai; alternatives Amazon SageMaker Canvas, Clay.com, Microsoft Power BI, Tableau
- Kimi K2: Azure Machine Learning, Google Vertex AI; alternatives BigML, Levity, MonkeyLearn
- GLM 4.7 FlashX: Hugging Face; alternatives Azure Machine Learning, Kimola Cognitive, MonkeyLearn
- MiniMax M2.5: Azure Machine Learning, Google Vertex AI; alternatives BigML, TensorFlow
- GPT-6 Luna: Google Vertex AI; alternatives Azure Machine Learning, SageMaker AI
- Muse Glimmer 30B: BigML, KNIME Analytics Platform; alternatives Akkio, Amazon SageMaker Canvas, Azure Machine Learning, Google Cloud AutoML

## Sources the answers cite

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

- g2.com: 45 answers, 99 citations
- gane.ai/index: 25 answers, 26 citations
- spotsaas.com: 24 answers, 29 citations
- learn.g2.com: 23 answers, 31 citations
- devopsschool.com: 20 answers, 28 citations
- checkthat.ai: 19 answers, 23 citations
- us.fitgap.com: 19 answers, 23 citations
- deepusecase.com: 15 answers, 30 citations

Pages named in the most answers:

- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business (29 answers)
- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business (24 answers)
- https://gane.ai/index/it/it-data/ml-platforms/smb (22 answers)
- https://learn.g2.com/best-machine-learning-tools (16 answers)
- https://eweek.com/artificial-intelligence/machine-learning-solutions (14 answers)
- https://checkthat.ai/answers/what-are-the-best-machine-learning-platforms (11 answers)
- https://dagshub.com/blog/top-deep-learning-platforms (11 answers)
- https://devopsschool.com/blog/top-10-machine-learning-platforms-tools-in-2025-features-pros-cons-comparison (10 answers)
- https://us.fitgap.com/search/mlops-platforms/small-business (10 answers)
- https://checkthat.ai/brands/amazon-sagemaker/alternatives (9 answers)

## Warned against

- Amazon SageMaker: 22 of 52 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 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)" (Muse Glimmer 30B, negative prompt)
- Google Vertex AI: 15 of 55 labels negative. "Why Avoid: These platforms are designed for large enterprises with existing infrastructure integration and dedicated engineering departments." (Qwen 3.7 Flash, negative prompt)
- Databricks Mosaic AI: 13 of 32 labels negative. "Examples: Full-scale Databricks, custom AWS SageMaker or Azure ML pipelines, Kubeflow, Palantir. ... Why to avoid/be cautious" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Google Vertex AI at 17%.

- Amazon SageMaker: 2% to 8%, +6. Inside the floor by 5 points · rank 14 → 4 of 131.
- Azure Machine Learning: 9% to 4%, −5. Inside the floor by 6 points · rank 3 → 7 of 131.
- Hugging Face: 0% to 4%, +4. Inside the floor by 7 points · rank 24 → 8 of 131.
- Google Colab: 13% to 10%, −3. Inside the floor by 8 points · rank 2 → 3 of 131.
- MLflow: 9% to 6%, −3. Inside the floor by 8 points · rank 4 → 5 of 131.
- KNIME Analytics Platform: 8% to 6%, −2. Inside the floor by 9 points · rank 5 → 6 of 131.
- TensorFlow: 2% to 4%, +2. Inside the floor by 9 points · rank 15 → 9 of 131.
- Weights & Biases: 0% to 2%, +2. Inside the floor by 9 points · rank 27 → 12 of 131.
- DataRobot: 0% to 2%, +2. Inside the floor by 9 points · rank 46 → 25 of 131.
- Dataiku: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 26 of 131.
- BigML: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 28 of 131.
- Google Vertex AI: 17% to 17%, ±0. Inside the floor by 11 points · rank 1 of 131, unchanged.

## 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.