Index › IT › Products › RiskLens · November 2026 Edition
Cyber risk quantification · Ranked

RiskLens

RiskLens is a cyber risk quantification platform built around the FAIR model · risklens.com ↗

#3Best rank (enterprise)
14/14Models named it
8First choices
37Warnings
November 2026 Edition · all company sizes counted.
Ranked inCyber risk quantification #3 enterprise
What AI models recommend

Strongest at enterprise. Ranked 20 of 117 for mid-market buyers.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“RiskLens (The Industry Standard) ... the most widely adopted commercial tool for FAIR-based analysis”Qwen 3.7 Flash · Comparative question · first choice
“RiskLens Pro managed service — best if you want faster results with minimal internal effort.”GPT-5.4 mini · Budget-constrained question · first choice
“Choose RiskLens if you want the gold-standard, FAIR-compliant quantitative framework.”Kimi K2 · Comparative question · first choice
“Strong for FAIR rigor + automation; good for scenario-based analysis.”Grok 4.20 · Negative question · first choice

What gives them pause

“Avoid overly complex/expensive tools (e.g., full Balbix or pure RiskLens post-acquisition)”Grok 4.20 · Direct question · warning
“Avoid starting with enterprise products such as MetricStream, Archer, or RiskLens”Perplexity Sonar · Budget-constrained question · warning
“Enterprise SaaS tools like the broader RiskLens platform or other commercial CRQ tools can work well, but they're typically more than a small-budget company needs at the start.”GPT-5.4 mini · Budget-constrained question · warning
“Expensive, fully licensed FAIR platforms (like early versions of RiskLens or SAFE Security) for organizations that don’t have dedicated risk analysts.”Qwen 3.7 Flash · Negative question · warning

Also on the shortlist

The products named in the same answers as RiskLens, over the 87 answers that named it, and how often each was the first choice instead.

What the models named instead of RiskLens →

A side-by-side page exists where both products are among a category's top eight.

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

The sites and pages the answers that named RiskLens came back with. A fact about retrieval, not a cause of the answer.

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 78 of the 87 answers that named RiskLens and are not a share of its labels.

Domains cited

g2.com45
gane.ai/indexpublisher (Gane)44
github.com33
securityboulevard.com32
safe.security24
techtarget.com23
kovrr.com21
fairinstitute.org20
corecyber.io18
cyberdb.co17

233 of the 277 domain citations in answers naming RiskLens came from a third party's page. Forty-four 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

How each model answered on RiskLens across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500101
GPT-5.4 mini12014
Gemini 3.5 Flash00202
Perplexity Sonar00011
Grok 4.2012014
Mistral Small00000
DeepSeek V4 Flash01012
Llama 4 Maverick00011
Qwen 3.7 Flash10113
Kimi K210034
GLM 4.7 FlashX00011
MiniMax M2.501102
GPT-6 Luna00000
Muse Glimmer 30B00011