# Fraud0: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/fraud0

## 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% | 35 | 0% | 2 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| 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 | 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 Fraud0, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- trafficguard.ai: 4
- clickcease.com: 2
- clickfortify.com: 2
- clickguardian.ai: 2
- geetest.com: 2
- guideflow.com: 2
- lunio.ai: 2
- cacm.acm.org: 1
- capterra.com: 1
- cheq.ai: 1

### Pages cited

- https://trafficguard.ai/blog/best-click-fraud-protection-software-protect-your-ppc-campaigns: 3
- https://clickguardian.ai/blog/best-click-fraud-protection: 2
- https://guideflow.com/blog/best-click-fraud-software: 2
- https://lunio.ai/blog/best-click-fraud-detection-tools-for-enterprise-advertisers: 2
- https://lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked: 2
- https://trafficguard.ai/: 2
- http://geetest.com/en/article/click-fraud-prevention-tools: 1
- https://cacm.acm.org/blogcacm/click-fraud-beyond-bots-why-better-models-are-not-enough: 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.