# UpGuard BreachSight: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 36 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/upguard-breachsight

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Digital risk protection](https://www.gane.ai/index/it/security/digital-risk-protection/index.md) | 7% | 4 | 21% | 14 |
| [Attack surface management](https://www.gane.ai/index/it/security/attack-surface-management/index.md) | 4% | 6 | 9% | 22 |

## What the models said for it

- "For most mid-market B2B companies, UpGuard offers the best balance of capability, price, and B2B-relevant features" (DeepSeek V4 Flash, ASM)
- "UpGuard BreachSight is frequently identified as the top digital risk protection (DRP) solution." (Qwen 3.7 Flash, DRP)
- "For most mid-market B2B companies, UpGuard Breach Risk is the strongest default choice" (Perplexity Sonar, DRP)
- "the strongest default recommendation is UpGuard Breach Risk" (Perplexity Sonar, DRP)

## And against it

- "independent comparisons flag questions around coverage, operational fit, and whether findings translate into effective remediation; validate it carefully" (Perplexity Sonar, DRP)
- "UpGuard has been reported to have false positives, limited API functionality, and customization limitations." (Claude Haiku 4.5, ASM)
- "Offers published entry pricing and a free trial, but may be broader than basic EASM needs." (Perplexity Sonar, ASM)
- "Platforms to be cautious about: BitSight, SecurityScorecard, UpGuard." (Qwen 3.7 Flash, DRP)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 4 | 0 | 1 | 5 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 2 | 1 | 0 | 2 | 5 |
| Grok 4.20 | 0 | 1 | 3 | 1 | 5 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 3 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named UpGuard BreachSight, from 101 of the 105 answers that named it (only the models that return a source list).

### Domains cited

- upguard.com: 64 (its own site)
- g2.com: 46
- cyble.com: 35
- expertinsights.com: 32
- gane.ai/index: 31
- guideflow.com: 29
- cybersectools.com: 27
- comparitech.com: 24
- attaxion.com: 22
- sourceforge.net: 21

### Pages cited

- https://cyble.com/knowledge-hub/top-attack-surface-management-services: 30
- https://upguard.com/blog/attack-surface-management-vendors-compared: 30
- https://expertinsights.com/security-operations/top-digital-risk-protection-solutions: 22
- https://attaxion.com/top-external-attack-surface-management-vendors: 20
- https://circleid.com/posts/best-attack-surface-monitoring-tools: 19
- https://cloudsek.com/knowledge-base/best-digital-risk-protection-platforms: 18
- https://netcraft.com/blog/best-digital-risk-protection-providers: 17
- https://comparitech.com/net-admin/best-digital-risk-protection-platforms: 16

## In its own words

What UpGuard BreachSight's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: A complete cyber risk posture management platform. (https://www.upguard.com/platform)
- For: security teams (https://www.upguard.com/product/breach-risk)
- Price stated: Free trial (https://www.upguard.com/product/breach-risk)
- Starting price: null (https://www.upguard.com/product/breach-risk)
- Free plan or trial: Free trial (https://www.upguard.com/platform)
- Integrations claimed: 400 (https://www.upguard.com/product/breach-risk)
- Customers named: Games24x7, Camp Systems

## 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.