# Google Cloud AutoML: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-cloud-automl

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 116 | 100% | 1 |

## And against it

- ""Black Box" AutoML Platforms ... No visibility into model internals" (Kimi K2, 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 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Cloud AutoML, from 4 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 3
- linkedin.com: 2
- spotsaas.com: 2
- agilityportal.io: 1
- aimultiple.com: 1
- appreviewlab.com: 1
- arxiv.org: 1
- avaya.com: 1
- azure.microsoft.com: 1
- c4integrity.org: 1

### Pages cited

- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business: 2
- https://g2.com/categories/machine-learning/small-business: 2
- https://spotsaas.com/list/machine-learning-software/for-small-business: 2
- https://agilityportal.io/blog/best-machine-learning-systems: 1
- https://aimultiple.com/responsible-ai-platform: 1
- https://appreviewlab.com/machine-learning-software-reviews: 1
- https://arxiv.org/html/2101.04834v1: 1
- https://arxiv.org/html/2211.04148: 1

## In its own words

What Google Cloud AutoML's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.


## What it publishes

Every page google.dev exposes, read 2026-09-29: 10 addresses. By kind, pages and the last 90 days:


## 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.