# IPQualityScore: 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/finance/vendors/ipqualityscore

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Ecommerce fraud prevention](https://www.gane.ai/index/finance/receivables/ecommerce-fraud-prevention/index.md) | 0% | 27 | 0% | 3 |

## What the models said for it

- "Budget-oriented for detecting proxies, VPNs, bots, and fraud signals." (Grok 4.20, Ecommerce fraud)

## 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 IPQualityScore, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 5
- hcaptcha.com: 4
- faqprime.com: 3
- sourceforge.net: 3
- stripe.com: 3
- apps.shopify.com: 2
- axiobench.com: 2
- bureau.id: 2
- capterra.com: 2
- commercecaffeine.com: 2

### Pages cited

- https://hcaptcha.com/learning/fraud-prevention/ecommerce-fraud-prevention-software: 4
- https://faqprime.com/en/ecommerce-fraud-protection: 3
- https://g2.com/categories/e-commerce-fraud-protection: 3
- https://g2.com/categories/e-commerce-fraud-protection/small-business: 3
- https://axiobench.com/best/ecommerce-fraud-software: 2
- https://bureau.id/resources/blog/fraud-prevention-software-for-ecommerce: 2
- https://capterra.com/p/207386/NoFraud: 2
- https://commercecaffeine.com/blog/best-chargeback-prevention-companies: 2

## What it publishes

Every page ipqualityscore.com exposes, read 2026-10-05: 341 addresses. By kind, pages and the last 90 days:

- blog: 104 pages, 0 in the last 90 days, latest undated
- case study: 3 pages, 0 in the last 90 days, latest undated
- conference or event: 3 pages, 0 in the last 90 days, latest undated
- comparison: 3 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 7 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated

## Record

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