# RiskIQ: 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/it/vendors/riskiq

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attack surface management](https://www.gane.ai/index/it/security/attack-surface-management/index.md) | 0% | 113 | 100% | 1 |

## And against it

- "RiskIQ is the clearest example in ASM. Microsoft acquired RiskIQ in 2021 and has been winding down the standalone RiskIQ offerings" (Muse Glimmer 30B, ASM)

## 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 | 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 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named RiskIQ, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- akamai.com: 1
- arcticwolf.com: 1
- brandefense.io: 1
- cloudsek.com: 1
- cotocus.com: 1
- cybersecuritydive.com: 1
- cyble.com: 1
- cycode.com: 1
- cyjax.com: 1
- dl.acm.org: 1

### Pages cited

- https://akamai.com/glossary/what-is-attack-surface-management: 1
- https://arcticwolf.com/resources/blog/what-is-attack-surface-management: 1
- https://brandefense.io/knowledge-hub/guides/threat-intelligence-evaluation-checklist: 1
- https://cloudsek.com/knowledge-base/how-to-choose-the-best-threat-intelligence-platform: 1
- https://cotocus.com/blog/top-10-threat-intelligence-platforms-features-pros-cons-comparison: 1
- https://cybersecuritydive.com/news/threat-intelligence-customer-complaints-recorded-future/805300: 1
- https://cyble.com/blog: 1
- https://cyble.com/en-eu/best-attack-surface-management-solutions-in-europe: 1

## Record

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