# Balbix: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 20 judge labels across 2 categories by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/balbix

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 0% | 30 | 26% | 19 |
| [Vulnerability management platforms](https://www.gane.ai/index/it/security/vulnerability-management-platforms/index.md) | 0% | 55 | 0% | 1 |

## What the models said for it

- "Balbix excels at asset-level continuous risk assessment... making it ideal for large enterprises with complex, dynamic attack surfaces." (Muse Glimmer 30B, Cyber risk quant)
- "Choose Balbix if you want automated, continuous risk quantification closely tied to technical vulnerability management." (Gemini 3.5 Flash, Cyber risk quant)
- "Choose Balbix if continuously translating asset and vulnerability data into financial exposure is the primary need." (Perplexity Sonar, Cyber risk quant)
- "Choose Safe Security / Balbix if you need AI-driven, continuous, asset-level financial risk scoring." (Kimi K2, Cyber risk quant)

## And against it

- "Avoid overly complex/expensive tools (e.g., full Balbix or pure RiskLens post-acquisition)" (Grok 4.20, Cyber risk quant)
- "Avoid enterprise tools like SAFE Security, Axio, or Balbix if budget is tight" (DeepSeek V4 Flash, Cyber risk quant)
- "Commercial tools like Balbix, Axio360, ThreatConnect Risk Quantifier, or BitSight often start at thousands to tens of thousands per year ... making them unsuitable for tight budgets." (Grok 4.20, Cyber risk quant)
- "certain telemetry-heavy tools like older versions of Balbix or generic "cyber risk ratings" services) that output dollar figures but rely heavily on black-box algorithms" (Grok 4.20, Cyber risk quant)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Balbix, from 45 of the 46 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 29
- techtarget.com: 23
- github.com: 21
- riskpublishing.com: 19
- securityboulevard.com: 18
- cyberdb.co: 17
- safe.security: 17
- cyberpress.org: 14
- corecyber.io: 13
- cybersaint.io: 12

### Pages cited

- https://g2.com/categories/cyber-risk-quantification-crq-tools: 27
- https://techtarget.com/news/Cyber-risk-quantification-challenges-and-tools-that-can-help/836979: 22
- https://riskpublishing.com/best-cyber-risk-quantification-platforms-compar: 18
- https://cyberdb.co/what-are-the-best-platforms-for-quantifying-cyber-risk: 17
- https://github.com/Jagan96404/Cyber-Risk-Quantification: 15
- https://cyberpress.org/crq-tools-review: 14
- https://corecyber.io/: 13
- https://github.com/AwpDemon/cyber-risk-quant: 12

## What it publishes

Every page balbix.com exposes, read 2026-09-29: 858 addresses. By kind, pages and the last 90 days:

- blog: 505 pages, 4 in the last 90 days, latest 2026-09-10
- case study: 19 pages, 1 in the last 90 days, latest 2026-07-08
- webinar or virtual event: 27 pages, 0 in the last 90 days, latest 2026-05-20
- conference or event: 11 pages, 1 in the last 90 days, latest 2026-07-21
- report or ebook: 59 pages, 1 in the last 90 days, latest 2026-08-01
- comparison: 24 pages, 1 in the last 90 days, latest 2026-09-11
- template or tool: 13 pages, 9 in the last 90 days, latest 2026-09-25
- glossary or explainer: 49 pages, 0 in the last 90 days, latest 2026-02-23
- podcast or video: 33 pages, 0 in the last 90 days, latest 2026-03-11
- news or press: 55 pages, 0 in the last 90 days, latest 2024-05-28
- Recent: 2026-09-25 template or tool: Vendor onboarding security questionnaire https://safe.security/resources/templates/vendor-onboarding-security-questionnaire
- Recent: 2026-09-25 template or tool: Vendor due diligence assessment https://safe.security/resources/templates/vendor-due-diligence-assessment
- Recent: 2026-09-25 template or tool: Vendor risk assessment https://safe.security/resources/templates/vendor-risk-assessment
- Recent: 2026-09-22 template or tool: Vendor continuous monitoring https://safe.security/resources/templates/vendor-continuous-monitoring
- Recent: 2026-09-22 template or tool: Vendor offboarding and exit https://safe.security/resources/templates/vendor-offboarding-and-exit
- Recent: 2026-09-11 template or tool: Vendor risk assessment checklist https://safe.security/resources/templates/vendor-risk-assessment-checklist

## 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.