# Zafran: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/zafran

## 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% | 46 | 0% | 2 |

## What the models said for it

- "Zafran (prioritization-focused)" (Grok 4.20, 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 | 1 | 1 | 0 | 2 |
| 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 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Zafran, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- cybersectools.com: 6
- upguard.com: 5
- g2.com: 4
- attaxion.com: 3
- cyble.com: 3
- checkpoint.com: 2
- ionix.io: 2
- securityboulevard.com: 2
- spectralops.io: 2
- vizajobs.com: 2

### Pages cited

- https://cybersectools.com/resources/shortlists/best-attack-surface-tools: 6
- https://upguard.com/blog/attack-surface-management-vendors-compared: 5
- https://attaxion.com/top-external-attack-surface-management-vendors: 3
- https://cyble.com/knowledge-hub/top-attack-surface-management-services: 3
- https://checkpoint.com/cyber-hub/tools-vendors/best-attack-surface-management-platforms-2026: 2
- https://g2.com/categories/attack-surface-management: 2
- https://g2.com/categories/attack-surface-management/enterprise: 2
- https://spectralops.io/blog/top-8-attack-surface-management-solutions: 2

## In its own words

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

- Positioning: AI-Native Threat Exposure Management Platform (https://zafran.io/)
- For: security teams buried in vulnerabilities and manual work (https://zafran.io/)
- Free plan or trial: Free Trial (https://zafran.io/)
- Certifications: GDPR, ISO 27001, SOC 2 Type II, TX-RAMP, ISO 42001
- Customers named: Kraft Heinz, Chipotle, Netskope, Ashland

## What it publishes

Every page zafran.io exposes, read 2026-10-05: 277 addresses. By kind, pages and the last 90 days:

- blog: 83 pages, 11 in the last 90 days, latest 2026-09-29
- case study: 11 pages, 2 in the last 90 days, latest 2026-07-30
- webinar or virtual event: 6 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 5 pages, 0 in the last 90 days, latest undated
- comparison: 3 pages, 2 in the last 90 days, latest 2026-08-05
- glossary or explainer: 3 pages, 1 in the last 90 days, latest 2026-08-04
- podcast or video: 3 pages, 3 in the last 90 days, latest 2026-09-30
- Recent: 2026-09-30 podcast or video: Nimrod kozlovski defense in depth is no longer enough https://www.zafran.io/podcast/nimrod-kozlovski-defense-in-depth-is-no-longer-enough
- Recent: 2026-09-29 blog: Zafran and athena turning the first wave of ai discovered vulnerabilities into protection https://www.zafran.io/resources/zafran-and-athena-turning-the-first-wave-of-ai-discovered-vulnerabilities-into-protection
- Recent: 2026-09-22 blog: Zafran recognized in two 2026 gartner r emerging tech reports for unified exposure management platforms and autonomous e https://www.zafran.io/resources/zafran-recognized-in-two-2026-gartner-r-emerging-tech-reports-for-unified-exposure-management-platforms-and-autonomous-exposure-remediation-categories
- Recent: 2026-09-16 podcast or video: Sequoias doug leone https://www.zafran.io/podcast/sequoias-doug-leone
- Recent: 2026-09-11 podcast or video: Trailer responsible disclosure podcast https://www.zafran.io/podcast/trailer-responsible-disclosure-podcast
- Recent: 2026-09-01 blog: Agentic asset ownership automating for faster remediation https://www.zafran.io/resources/agentic-asset-ownership-automating-for-faster-remediation

## 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.