# Arkose Labs: how AI models rank it, November 2026

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

## 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% | 70 | 50% | 2 |

## And against it

- "Opaque pricing and complex setup processes are also cited as major pain points." (Mistral Small, 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 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| 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 Arkose Labs, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- accertify.com: 1
- agentaudit.co.uk: 1
- applytosupply.digitalmarketplace.service.gov.uk: 1
- bemeir.com: 1
- compliancesuite.ai: 1
- datavisor.com: 1
- drata.com: 1
- finscan.com: 1
- frauddefense.io: 1
- g2.com: 1

### Pages cited

- https://accertify.com/resource/ecommerce-fraud-prevention-platform-guide-2026: 1
- https://agentaudit.co.uk/blog/scim-sso-procurement-checklist: 1
- https://applytosupply.digitalmarketplace.service.gov.uk/g-cloud/services/614515729605169: 1
- https://bemeir.com/articles/enterprise-security-certifications-soc2-trends: 1
- https://compliancesuite.ai/solutions/enterprise-aml-screening: 1
- https://datavisor.com/products/fraud-platform: 1
- https://drata.com/products/risk/vendor-risk-management: 1
- https://finscan.com/aml-solution: 1

## 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.