# Brinqa: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/brinqa

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Vulnerability management platforms](https://www.gane.ai/index/it/security/vulnerability-management-platforms/index.md) | 0% | 22 | 20% | 5 |

## What the models said for it

- "A context-driven exposure-management and orchestration layer that consolidates findings across connected tools." (Perplexity Sonar, Vuln management)
- "Nucleus Security / Brinqa: ... need a central dashboard to aggregate and deduplicate vulnerabilities." (Gemini 3.5 Flash, Vuln management)
- "Need to unify many scanners and security feeds? Brinqa or Nucleus." (GPT-5.4 mini, Vuln management)

## And against it

- "Strong for large enterprises, risk scoring | Complex setup" (Mistral Small, Vuln management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Brinqa, from 5 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- binarly.io: 4
- checkmarx.com: 4
- cloudaware.com: 3
- mazehq.com: 3
- pdq.com: 3
- secpod.com: 3
- vicarius.io: 3
- axis-intelligence.com: 2
- hivepro.com: 2
- motadata.com: 2

### Pages cited

- https://binarly.io/articles/vulnerability-management-tools: 4
- https://checkmarx.com/learn/appsec/vulnerability-management-tools-key-features-and-12-solutions-to-know: 3
- https://cloudaware.com/blog/best-vulnerability-management-tools: 3
- https://pdq.com/blog/best-vulnerability-management-tools: 3
- https://secpod.com/learn/expressions-and-povs/vulnerability-assessment-tools: 3
- https://axis-intelligence.com/best-vulnerability-management-tools-tested: 2
- https://hivepro.com/blog/vulnerability-management-tool-list: 2
- https://mazehq.com/learn/vulnerability-management-solutions: 2

## In its own words

What Brinqa's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Vulnerability & Exposure Management Platform for the AI Era (https://brinqa.com/)
- For: CISO & Security Risk Management Leaders; Vulnerability & Exposure Management Leaders; IT, Cloud, & App Security Teams (https://brinqa.com/)
- Integrations claimed: 260 (https://www.brinqa.com/platform)
- Certifications: SOC 2
- Customers named: Nestle, Gartner Peer Insights, Asurion, SAP, PhonePe, Cambia Health, Nestlé, Cambia

## What it publishes

Every page brinqa.com exposes, read 2026-09-29: 1237 addresses. By kind, pages and the last 90 days:

- blog: 163 pages, 15 in the last 90 days, latest 2026-09-23
- case study: 11 pages, 0 in the last 90 days, latest 2025-12-18
- webinar or virtual event: 8 pages, 1 in the last 90 days, latest 2026-08-27
- conference or event: 6 pages, 1 in the last 90 days, latest 2026-10-15
- comparison: 6 pages, 0 in the last 90 days, latest 2026-04-07
- template or tool: 7 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 50 pages, 1 in the last 90 days, latest 2026-08-03
- podcast or video: 13 pages, 2 in the last 90 days, latest 2026-08-11
- news or press: 31 pages, 2 in the last 90 days, latest 2026-08-19
- Recent: 2026-10-15 conference or event: Soc automation vulnerability remediation https://www.brinqa.com/events/soc-automation-vulnerability-remediation
- Recent: 2026-09-23 blog: Attack path analysis beyond cvss https://www.brinqa.com/blog/attack-path-analysis-beyond-cvss
- Recent: 2026-09-16 blog: Brinqaiq byoai without building your own ai https://www.brinqa.com/blog/brinqaiq-byoai-without-building-your-own-ai
- Recent: 2026-09-09 blog: September 2026 patch tuesday analysis https://www.brinqa.com/blog/september-2026-patch-tuesday-analysis
- Recent: 2026-09-08 blog: Litellm breach non human identity exposure https://www.brinqa.com/blog/litellm-breach-non-human-identity-exposure
- Recent: 2026-09-01 blog: Exposure validation metrics and budget https://www.brinqa.com/blog/exposure-validation-metrics-and-budget

## 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.
