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

Gane Index, November 2026 Edition. Named in 79 judge labels across 20 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-cloud

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud hosting](https://www.gane.ai/index/it/cloud/cloud-hosting/index.md) | 0% | 11 | 13% | 54 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 149 | 75% | 4 |
| [Intelligent document processing](https://www.gane.ai/index/it/it-data/intelligent-document-processing/index.md) | 0% | 27 | 0% | 3 |
| [API management](https://www.gane.ai/index/it/developer/api-management/index.md) | 0% | 23 | 0% | 2 |
| [AI IT support agents](https://www.gane.ai/index/it/operations/ai-it-support-agents/index.md) | 0% | 97 | 0% | 1 |
| [API security platforms](https://www.gane.ai/index/it/security/api-security-platforms/index.md) | 0% | 73 | 0% | 1 |
| [Certificate lifecycle management](https://www.gane.ai/index/it/identity/certificate-lifecycle-management/index.md) | 0% | 53 | 0% | 1 |
| [Cloud-native application protection](https://www.gane.ai/index/it/cloud/cloud-native-application-protection/index.md) | 0% | 50 | 0% | 1 |
| [Container and Kubernetes security](https://www.gane.ai/index/it/cloud/container-and-kubernetes-security/index.md) | 0% | 49 | 0% | 1 |
| [Content delivery networks](https://www.gane.ai/index/it/network/content-delivery-networks/index.md) | 0% | 22 | 0% | 1 |
| [DNS filtering](https://www.gane.ai/index/it/network/dns-filtering/index.md) | 0% | 59 | 100% | 1 |
| [Embedded analytics](https://www.gane.ai/index/it/it-data/embedded-analytics/index.md) | 0% | 67 | 0% | 1 |
| [Enterprise storage systems](https://www.gane.ai/index/it/cloud/enterprise-storage-systems/index.md) | 0% | 84 | 0% | 1 |
| [Load balancers](https://www.gane.ai/index/it/network/load-balancers/index.md) | 0% | 68 | 0% | 1 |
| [Multi-factor authentication](https://www.gane.ai/index/it/identity/multi-factor-authentication/index.md) | 0% | 66 | 0% | 1 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 92 | 0% | 1 |
| [SOAR platforms](https://www.gane.ai/index/it/security/soar-platforms/index.md) | 0% | 53 | 0% | 1 |
| [Threat intelligence platforms](https://www.gane.ai/index/it/security/threat-intelligence-platforms/index.md) | 0% | 55 | 0% | 1 |
| [Virtual desktops](https://www.gane.ai/index/it/operations/virtual-desktops/index.md) | 0% | 55 | 0% | 1 |
| [Zero trust network access](https://www.gane.ai/index/it/network/zero-trust-network-access/index.md) | 0% | 56 | 0% | 1 |

## What the models said for it

- "Start with AWS, Azure, or Google Cloud if you need a broad enterprise platform" (GPT-6 Luna, Cloud hosting)
- "AWS and Google Cloud (enterprise-grade, pay-as-you-go)" (DeepSeek V4 Flash, Cloud hosting)
- "GCP is ideal for mid-market B2B companies building data-heavy products, leveraging machine learning, or running modern containerized applications." (Gemini 3.5 Flash, Cloud hosting)
- "Strong in data analytics, AI (Vertex AI, BigQuery), and Kubernetes (GKE)... Best if your focus is ML/big data over broad IaaS." (Grok 4.20, Cloud hosting)

## And against it

- "Avoid big providers like AWS, Azure, or Google Cloud" (Grok 4.20, Cloud hosting)
- "AWS, Azure, and Google Cloud for a simple, predictable setup: They're capable providers, but their many services and variable charges can make costs harder to forecast" (GPT-6 Luna, Cloud hosting)
- "Native controls from AWS, Microsoft, or Google can be economical within one cloud, but their audit evidence and controls may not transfer cleanly across providers." (Perplexity Sonar, AI governance)
- "Recent public incident reports from Google Cloud and Microsoft Azure show that major providers can still have region-wide or multi-service disruptions" (GPT-5.4 mini, Cloud hosting)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 4 | 0 | 7 |
| GPT-5.4 mini | 0 | 5 | 0 | 1 | 6 |
| Gemini 3.5 Flash | 0 | 4 | 1 | 1 | 6 |
| Perplexity Sonar | 0 | 4 | 1 | 1 | 6 |
| Grok 4.20 | 0 | 4 | 4 | 1 | 9 |
| Mistral Small | 0 | 2 | 3 | 1 | 6 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 4 | 0 | 1 | 5 |
| Kimi K2 | 0 | 3 | 2 | 1 | 6 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 1 | 4 |
| MiniMax M2.5 | 0 | 5 | 1 | 1 | 7 |
| GPT-6 Luna | 1 | 2 | 0 | 1 | 4 |
| Muse Glimmer 30B | 0 | 2 | 6 | 0 | 8 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Cloud, from 191 of the 232 answers that named it (only the models that return a source list).

### Domains cited

- atlantic.net: 46
- gane.ai/index: 27
- cloud.google.com: 25 (its own site)
- aws.amazon.com: 24
- g2.com: 23
- guideflow.com: 22
- cloudhosting.io: 20
- docs.cloud.google.com: 20 (its own site)
- ciopages.com: 18
- digitalocean.com: 18

### Pages cited

- https://atlantic.net/cloud-platform/best-cloud-hosting-providers-small-businesses: 24
- https://atlantic.net/cloud-platform/best-enterprise-hosting-providers: 22
- https://guideflow.com/blog/cloud-hosting: 17
- https://cloudhosting.io/best/enterprise-cloud-hosting: 15
- https://techradar.com/news/best-cloud-hosting-providers: 15
- https://websitebuilder.org/best/cloud-hosting: 14
- https://alibabacloud.com/en/knowledge/cprice/aws-vs-azure-vs-google-cloud: 13
- https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison: 12

## In its own words

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

- Positioning: AdMob Mediation helps you earn more app revenue, deliver a better user experience, and surface actionable insights — all with automated tools that do the hard work for you. (https://www.google.com/admob/platform.html)
- For: developers (https://www.google.com/admob/platform.html)

## What it publishes

Every page google.com exposes, read 2026-09-29: 7607 addresses. By kind, pages and the last 90 days:

- blog: 372 pages, 0 in the last 90 days, latest 2018-12-13
- case study: 707 pages, 0 in the last 90 days, latest undated
- comparison: 35 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 51 pages, 0 in the last 90 days, latest 2018-12-13
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- news or press: 34 pages, 0 in the last 90 days, latest undated
- Recent: 2018-12-13 blog: Best practices for in app rewarded video ads https://www.google.com/admob/resources/best-practices-for-in-app-rewarded-video-ads.html
- Recent: 2018-12-13 blog: How to monetize your mobile apps with ads https://www.google.com/admob/resources/how-to-monetize-your-mobile-apps-with-ads.html
- Recent: 2018-12-13 glossary or explainer: What is AdMob - Google AdMob https://www.google.com/admob/resources/what-is-admob.html
- Recent: 2018-11-19 blog: App marketing strategies to grow and monetize your app https://www.google.com/admob/resources/app-marketing-strategies-to-grow-and-monetize-your-app.html
- Recent: 2018-11-19 blog: How much revenue can you earn from admob https://www.google.com/admob/resources/how-much-revenue-can-you-earn-from-admob.html
- Recent: 2018-11-19 blog: How to earn money with in app advertising https://www.google.com/admob/resources/how-to-earn-money-with-in-app-advertising.html

## 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.