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

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/google-cloud-platform

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 120 | 33% | 3 |

## What the models said for it

- "Advanced AI/ML integration and BigQuery analytics" (MiniMax M2.5, DMP)

## And against it

- "Trustpilot reviews reveal serious complaints about data loss, account management failures, and extremely difficult customer support." (DeepSeek V4 Flash, DMP)

## 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 | 1 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Platform, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- rivery.io: 4
- techrepublic.com: 3
- explodingtopics.com: 2
- semarchy.com: 2
- alium.io: 1
- aviatrix.ai: 1
- bigideasdb.com: 1
- cio.com: 1
- cloud.google.com: 1
- consumeraffairs.com: 1

### Pages cited

- https://rivery.io/data-learning-center/top-data-management-tools: 3
- https://techrepublic.com/article/best-data-management-software: 3
- https://explodingtopics.com/blog/data-management-tools: 2
- https://alium.io/research/top-complaints-cdp: 1
- https://aviatrix.ai/threat-research-center/tidb-breach-flawed-cloud-security-fulcrumsec-2026: 1
- https://bigideasdb.com/most-hated-software-2026: 1
- https://cio.com/article/4117094/data-management-trends-whats-in-whats-out.html: 1
- https://cloud.google.com/blog/products/data-analytics/a-leader-in-gartner-magic-quadrant-for-data-integration-tools: 1

## Record

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