# Polygraph: 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/polygraph

## 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% | 40 | 0% | 1 |

## What the models said for it

- "considered more sophisticated and credible, using behavioral analysis rather than just IP blocking" (DeepSeek V4 Flash, 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 | 1 | 0 | 0 | 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 | 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 Polygraph, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- clickcease.com: 2
- adido-digital.co.uk: 1
- capterra.co.za: 1
- capterra.com: 1
- clickguard.com: 1
- github.com: 1
- growmyads.com: 1
- jlbusa.com: 1
- keywordme.io: 1
- lunio.ai: 1

### Pages cited

- https://clickcease.com/: 2
- https://adido-digital.co.uk/insights/why-click-fraud-is-costing-your-business-and-how-to-stop-it: 1
- https://capterra.co.za/directory/31327/click-fraud/software: 1
- https://capterra.com/click-fraud-software: 1
- https://clickcease.com/blog/3-costly-mistakes-when-fighting-click-fraud: 1
- https://clickcease.com/google-fraud-protection: 1
- https://clickcease.com/howitworks.html: 1
- https://clickcease.com/product.html: 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.