Cyber risk quantification · RankedBitsight Financial Quantification
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
FairCRQ is first at 35%.
CyberSaint CyberStrong is first at 13%. 0 of 14 models made it the first choice when asked directly.
SAFE Security is first at 48%.
Why models recommend it
“Best add-on to security ratings / third-party workflows: BitSight Financial Quantification”GPT-5.4 mini · Comparative question · alternative
“If vendor risk is the main problem: Bitsight or SecurityScorecard”GPT-5.4 mini · Direct question · alternative
“BitSight/ProcessUnity lead portfolio and vendor exposure”Claude Haiku 4.5 · Comparative question · alternative
“Best for B2B Vendor Risk & Customer Trust”Gemini 3.5 Flash · Direct question · alternative
What gives them pause
“Using Security Ratings Services (e.g., BitSight, SecurityScorecard, UpGuard) as direct financial risk quantification tools... a letter grade (A–F) or a 300–850 score does not equal financial exposure.”Gemini 3.5 Flash · Negative question · warning
“often start at thousands to tens of thousands per year (plus potential consulting), making them unsuitable for tight budgets”Grok 4.20 · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as Bitsight Financial Quantification, over the 32 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 19 | 5 | View → | |
| 18 | 0 | View → | |
| 17 | 8 | View → | |
| 12 | 1 | View → | |
| 11 | 0 | View → | |
| 11 | 0 | View → | |
| 10 | 0 | View → | |
| 9 | 0 | View → | |
| 7 | 2 | View → | |
| 6 | 0 | View → |
What the models named instead of Bitsight Financial Quantification →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Bitsight Financial Quantification's own site, not checked by Gane.
- For
- enterprise cyber risk
- Customers named
- Abercrombie & Fitch, Chipotle, AVEVA
- Also from Bitsight
- Bitsight External Attack Surface Management
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 28 of the 32 answers that named Bitsight Financial Quantification and are not a share of its labels.
Domains cited
Seventy-eight of the ninety-six domain citations in answers naming Bitsight Financial Quantification came from a third party's page. Nine 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 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |