# UpGuard BreachRisk: 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/upguard-breachrisk

## 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% | 66 | 0% | 1 |

## What the models said for it

- "UpGuard is best for vendor risk visibility" (GLM 4.7 FlashX, 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 | 1 | 0 | 0 | 1 |
| 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 UpGuard BreachRisk, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- bestdevops.com: 1
- csoonline.com: 1
- cyble.com: 1
- cycognito.com: 1
- docs.tenable.com: 1
- g2.com: 1
- marketplace.microsoft.com: 1
- northstar.io: 1
- paloaltonetworks.com: 1

### Pages cited

- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-zekqnu4xk7ae2: 1
- https://bestdevops.com/top-10-attack-surface-management-asm-tools-features-pros-cons-and-comparison: 1
- https://csoonline.com/article/574797/9-attack-surface-discovery-and-management-tools.html: 1
- https://cyble.com/knowledge-hub/top-attack-surface-management-services: 1
- https://cycognito.com/why-cycognito/cortex-xpanse-competitor.php: 1
- https://docs.tenable.com/attack-surface-management/Content/Topics/Welcome/ASM-FAQ.htm: 1
- https://g2.com/products/reblaze-technologies/features: 1
- https://marketplace.microsoft.com/sv-se/product/reblaze.reblaze-saas: 1

## What it publishes

Every page upguard.com exposes, read 2026-09-29: 18239 addresses. By kind, pages and the last 90 days:

- blog: 980 pages, 98 in the last 90 days, latest 2026-09-28
- case study: 43 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 55 pages, 0 in the last 90 days, latest undated
- conference or event: 57 pages, 1 in the last 90 days, latest 2026-09-21
- report or ebook: 18 pages, 0 in the last 90 days, latest 2021-04-06
- comparison: 170 pages, 3 in the last 90 days, latest 2026-09-23
- template or tool: 64 pages, 1 in the last 90 days, latest 2026-07-22
- glossary or explainer: 123 pages, 3 in the last 90 days, latest 2026-09-21
- news or press: 428 pages, 8 in the last 90 days, latest 2026-07-21
- Recent: 2026-09-28 blog: Compounding intelligence upguards grid https://www.upguard.com/blog/compounding-intelligence-upguards-grid
- Recent: 2026-09-28 blog: Attack surface management vendors compared https://www.upguard.com/blog/attack-surface-management-vendors-compared
- Recent: 2026-09-28 blog: Find out if youre exposed on the dark web https://www.upguard.com/blog/find-out-if-youre-exposed-on-the-dark-web
- Recent: 2026-09-28 blog: Introducing upguards risk operations center https://www.upguard.com/blog/introducing-upguards-risk-operations-center
- Recent: 2026-09-28 blog: Cybersecurity horror stories 2026 https://www.upguard.com/blog/cybersecurity-horror-stories-2026
- Recent: 2026-09-25 blog: Everything everywhere systemic data exposure in supabase apps https://www.upguard.com/blog/everything-everywhere-systemic-data-exposure-in-supabase-apps

## 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.