# BigML: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/bigml

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 108 | 33% | 3 |

## And against it

- "BigML users face threats from exposed API keys found in public repositories" (Muse Glimmer 30B, ML platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named BigML, from 10 of the 11 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 8
- spotsaas.com: 7
- gane.ai/index: 6
- clickup.com: 3
- cotocus.com: 3
- linkedin.com: 3
- startupstash.com: 3
- capterra.com: 2
- digitalocean.com: 2
- easydeploy.ai: 2

### Pages cited

- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 6
- https://www.gane.ai/index/it/it-data/ml-platforms/smb: 5
- https://g2.com/categories/machine-learning/small-business: 4
- https://g2.com/discussions/which-low-code-ml-platforms-are-actually-worth-using-for-a-startup-that-wants-to-build-predictive-models-without-hiring-a-full-data-science-team: 4
- https://spotsaas.com/list/machine-learning-software/for-small-business: 4
- https://clickup.com/blog/machine-learning-tools: 3
- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business: 3
- https://g2.com/categories/low-code-machine-learning-platforms: 3

## In its own words

What BigML's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Machine Learning made beautifully simple for everyone (https://bigml.com/)
- For: your business (https://bigml.com/)
- Price stated: Get started with a 3-day FREE trial - FREE access to all BigML functionality. (https://bigml.com/)
- Free plan or trial: 3-day FREE trial (https://bigml.com/)

## What it publishes

Every page bigml.com exposes, read 2026-09-29: 708 addresses. By kind, pages and the last 90 days:

- blog: 653 pages, 0 in the last 90 days, latest 2026-03-16
- case study: 2 pages, 0 in the last 90 days, latest 2018-05-01
- webinar or virtual event: 30 pages, 0 in the last 90 days, latest 2021-12-01
- conference or event: 9 pages, 0 in the last 90 days, latest 2020-04-01
- report or ebook: 2 pages, 0 in the last 90 days, latest 2021-02-01
- comparison: 2 pages, 0 in the last 90 days, latest 2013-09-01
- podcast or video: 1 pages, 0 in the last 90 days, latest 2020-01-01
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-03-16 blog: Grading our 2026 oscars machine learning predictions https://blog.bigml.com/2026/03/16/grading-our-2026-oscars-machine-learning-predictions
- Recent: 2026-03-12 blog: Predicting the 2026 oscar winners with machine learning https://blog.bigml.com/2026/03/12/predicting-the-2026-oscar-winners-with-machine-learning
- Recent: 2026-03-01 blog: 03 https://blog.bigml.com/2026/03/
- Recent: 2025-12-17 blog: 2025 a year of quality education and applied impact https://blog.bigml.com/2025/12/17/2025-a-year-of-quality-education-and-applied-impact
- Recent: 2025-12-02 blog: Ml models automated easily find the best ml model for your data https://blog.bigml.com/2025/12/02/ml-models-automated-easily-find-the-best-ml-model-for-your-data
- Recent: 2025-12-01 blog: 12 https://blog.bigml.com/2025/12/

## 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.