# Google Cloud AutoML & Vertex AI: 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-vertex-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 117 | 100% | 1 |

## And against it

- "While commercial, it allows pay-as-you-go training without needing a massive data science team." (Gemini 3.5 Flash, 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 | 1 | 1 |
| 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 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Cloud AutoML & Vertex AI, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- ai.g2.com: 1
- aismartventures.com: 1
- aws.amazon.com: 1
- bbb.org: 1
- centerlogic.com: 1
- discoverai.tools: 1
- ftc.gov: 1
- g2.com: 1
- gane.ai/index: 1
- perplexity.ai: 1

### Pages cited

- https://ai.g2.com/product/databricks: 1
- https://aismartventures.com/posts/what-is-the-true-total-cost-of-ai-investment-a-hidden-cost-framework-for-owner-operated-businesses: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-wtyi5lgtce6n6: 1
- https://aws.amazon.com/sagemaker/ai/pricing: 1
- https://aws.amazon.com/sagemaker/faqs: 1
- https://aws.amazon.com/sagemaker/pricing: 1
- https://aws.amazon.com/savingsplans/ml-pricing: 1
- https://bbb.org/article/business/28656-business-scam-alert-how-to-spot-phony-services-when-shopping-for-an-ai-solution: 1

## In its own words

What Google Cloud AutoML & Vertex AI'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.