# Vicarius: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/vicarius

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Patch management](https://www.gane.ai/index/it/operations/patch-management/index.md) | 0% | 23 | 0% | 3 |

## What the models said for it

- "BigFix or Vicarius: For larger enterprises, with advanced risk assessment." (Grok 4.20, Patching)

## 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 | 1 | 0 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vicarius, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- vicarius.io: 3 (its own site)
- automox.com: 2
- bleepingcomputer.com: 2
- appuals.com: 1
- army.mil: 1
- arxiv.org: 1
- assured.co.uk: 1
- attack.mitre.org: 1
- comparitech.com: 1
- cyber.gov.au: 1

### Pages cited

- https://vicarius.io/articles/top-5-solutions-for-patch-management: 3
- https://bleepingcomputer.com/sysadmin/guides/best-patch-management-tools: 2
- https://appuals.com/best-patch-management-softwares-for-servers-and-workstations: 1
- https://army.mil/article/280971/stay_secure_keep_software_updated_cecom_follows_cisas_recommendations_for_national_cybersecurity_awareness_month: 1
- https://arxiv.org/pdf/2505.13922: 1
- https://assured.co.uk/2024/unpatched-patches-three-critical-patches-that-just-keep-bleeding: 1
- https://attack.mitre.org/mitigations/M1051: 1
- https://automox.com/blog/advantages-of-an-automated-patch-update-service: 1

## In its own words

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

- Positioning: Remediation-first Exposure Assessment Platform with agentic AI that closes gaps automatically. (https://www.vicarius.io/)
- For: CISO & security leadership; SecOps & vulnerability analysts; GRC & compliance teams; MSP & MSSP managed remediation (https://www.vicarius.io/)
- Price stated: Pricing is tailored to your unique needs. Submit your request and our team will reach out as quickly as possible. (https://www.vicarius.io/pricing)
- Free plan or trial: Start your free demo! (https://www.vicarius.io/)
- Certifications: PCI DSS, HIPAA, CMMC
- Customers named: Jamaica Broilers Group, Charter School Associates, EL AL Airlines, Adama

## What it publishes

Every page vicarius.io exposes, read 2026-09-29: 913 addresses. By kind, pages and the last 90 days:

- blog: 390 pages, 0 in the last 90 days, latest 2023-07-19
- case study: 10 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 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: 1 pages, 0 in the last 90 days, latest undated
- comparison: 25 pages, 0 in the last 90 days, latest undated
- template or tool: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 24 pages, 0 in the last 90 days, latest undated
- podcast or video: 25 pages, 0 in the last 90 days, latest undated
- Recent: 2023-07-19 blog: Whats in a name https://blog.vicarius.io/blog/whats-in-a-name
- Recent: 2022-06-21 blog: Our path to product led https://blog.vicarius.io/blog/our-path-to-product-led
- Recent: 2022-06-20 blog: Cisanalysis june 20 2022 https://blog.vicarius.io/blog/cisanalysis-june-20-2022
- Recent: 2022-06-20 blog: Vicarius and advent one partner to expand apac operations https://blog.vicarius.io/blog/vicarius-and-advent-one-partner-to-expand-apac-operations
- Recent: 2022-06-16 blog: Crowdsourcing utilizing humanitys greatest asset https://blog.vicarius.io/blog/crowdsourcing-utilizing-humanitys-greatest-asset
- Recent: 2022-06-14 blog: The good news and bad news about 0 day attacks https://blog.vicarius.io/blog/the-good-news-and-bad-news-about-0-day-attacks

## 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.