# Google's built-in protections: 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/gtm/vendors/google-s-built-in-protections

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Click fraud protection](https://www.gane.ai/index/gtm/marketing/click-fraud-protection/index.md) | 0% | 24 | 0% | 1 |

## What the models said for it

- "Google's built-in protections - Google automatically filters invalid clicks and issues refunds" (Kimi K2, Click fraud protection)

## 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 | 1 | 0 | 0 | 0 | 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's built-in protections, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 2
- capterra.ie: 2
- getapp.co.uk: 2
- getapp.com: 2
- reddit.com: 2
- softwareadvice.com: 2
- adido-digital.co.uk: 1
- anura.io: 1
- apnews.com: 1
- arxiv.org: 1

### Pages cited

- https://capterra.com/click-fraud-software: 2
- https://getapp.co.uk/directory/1421/click-fraud/software: 2
- https://reddit.com/r/PPC/comments/y18ewm/is_click_fraud_prevention_worth_it: 2
- https://adido-digital.co.uk/insights/why-click-fraud-is-costing-your-business-and-how-to-stop-it: 1
- https://anura.io/fraud-tidbits/click-fraud-protection: 1
- https://apnews.com/press-release/ein-presswire-newsmatics/press-release-59b05ef0e10ff461cd5b7ba2d291a90b: 1
- https://arxiv.org/html/2105.11103: 1
- https://capterra.ie/compare/156209/175085/cheq-essentials/vs/clickguard: 1

## The company

Google; https://google.com; Mountain View, California, United States; founded 1998; part of Alphabet Inc.. From Wikidata, fetched 2026-09-14.

## 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.