Cyber risk quantification · Named, not rankedvCISO Lite
vCISO Lite is a cyber risk quantification product that provides FAIR-based quantification of cyber risk · vcisolite.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. vCISO Lite has 4.
Why models recommend it
“or vCISO Lite's FAIR pre-configured platform-augmented offering”Muse Glimmer 30B · Paraphrase question · first choice
“If budget or internal expertise is limited, vCISO Lite is likely the better practical choice”Perplexity Sonar · Paraphrase question · alternative
“Budget-friendly mid-market option: Tools like vCISO Lite”Grok 4.20 · Direct question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as vCISO Lite, over the 13 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 7 | 2 | View → | |
| 7 | 1 | View → | |
| 6 | 1 | View → | |
| 5 | 5 | View → | |
| 5 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 1 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on vCISO Lite's own site, not checked by Gane.
- For
- SMB and mid-market companies
- Price stated
- Sold as one product from $299/month.
- Starting price
- 299
- Integrations
- 20
- Certifications
- SOC 2, ISO 27001, HIPAA, PCI DSS, GDPR, NIST CSF, CMMC, FedRAMP
- Hosting
- United States
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 13 of the 13 answers that named vCISO Lite and are not a share of its labels.
Domains cited
Thirty-eight of the sixty-one domain citations in answers naming vCISO Lite came from a third party's page. Ten were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 115 | undated | GRC, TPRM | ||
| Comparison | 26 | undated | |||
| News or press | 11 | undated | |||
| Template or tool | 4 | undated | |||
| Glossary or explainer | 4 | undated |
How it is countedHide how it is counted
Every page vcisolite.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.