# vCISO Lite: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/vciso-lite

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 2% | 12 | 0% | 4 |

## What the models said for it

- "or vCISO Lite's FAIR pre-configured platform-augmented offering" (Muse Glimmer 30B, Cyber risk quant)
- "If budget or internal expertise is limited, vCISO Lite is likely the better practical choice" (Perplexity Sonar, Cyber risk quant)
- "Budget-friendly mid-market option: Tools like vCISO Lite" (Grok 4.20, Cyber risk quant)

## 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 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named vCISO Lite, from 13 of the 13 answers that named it (only the models that return a source list).

### Domains cited

- vcisolite.com: 13 (its own site)
- g2.com: 10
- gane.ai/index: 10
- github.com: 5
- itechguides.com: 5
- kovrr.com: 4
- palomarr.com: 4
- riskpublishing.com: 4
- albato.com: 3
- ciopages.com: 3

### Pages cited

- https://vcisolite.com/blog/crq-tools-and-platforms-2026: 10
- https://g2.com/categories/cyber-risk-quantification-crq-tools: 9
- https://www.gane.ai/index/it/security/cyber-risk-quantification/smb: 6
- https://itechguides.com/best/cyber-risk-quantification-tools: 5
- https://riskpublishing.com/best-cyber-risk-quantification-platforms-compar: 4
- https://albato.com/blog/publications/best-cpq-software: 3
- https://ciopages.com/articles/cyber-risk-quantification-providers: 3
- https://complyjet.com/blog/best-risk-assessment-tools: 3

## In its own words

What vCISO Lite's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The AI-Powered Compliance and Cyber Risk Platform (https://vcisolite.com/)
- For: SMB and mid-market companies (https://vcisolite.com/)
- Price stated: Sold as one product from $299/month. (https://vcisolite.com/)
- Starting price: 299 (https://vcisolite.com/)
- Integrations claimed: 20 (https://vcisolite.com/pricing)
- Certifications: SOC 2, ISO 27001, HIPAA, PCI DSS, GDPR, NIST CSF, CMMC, FedRAMP
- Hosting: United States

## What it publishes

Every page vcisolite.com exposes, read 2026-09-29: 288 addresses. By kind, pages and the last 90 days:

- blog: 115 pages, 0 in the last 90 days, latest undated
- comparison: 26 pages, 0 in the last 90 days, latest undated
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 4 pages, 0 in the last 90 days, latest undated
- news or press: 11 pages, 0 in the last 90 days, latest undated

## 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.