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Cyber risk quantification · November 2026 Edition

CyberSaint CyberStrong vs ThreatConnect Risk Quantifier

Three of fourteen models named CyberSaint CyberStrong first on the direct prompt; one named ThreatConnect Risk Quantifier. CyberSaint CyberStrong was named by eleven of the fourteen models and ThreatConnect Risk Quantifier by twelve and CyberSaint CyberStrong carries 23 labels and ThreatConnect Risk Quantifier 22, so the shares are not directly comparable.

CyberSaint CyberStrong

accepted challenger

Named in one category this edition.

Named in one category this edition.

First-choice share13%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 10; printed, not drawn.
Labels2322A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, CyberSaint CyberStrong reading right to left. Rank and label count are printed, not drawn.CyberSaint CyberStrong vs Kovrr · CyberSaint CyberStrong vs Axio360 · CyberSaint CyberStrong vs SAFE Security

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the cyber risk quantification page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CyberSaint CyberStrongFirst choices, of fourteen modelsThreatConnect Risk Quantifier
Direct31
Paraphrase40
Comparative01
Budget-constrained001 against ThreatConnect Risk Quantifier
Scale-constrained00
Negative003 against CyberSaint CyberStrong
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, CyberSaint CyberStrong and ThreatConnect Risk Quantifier were named in the same answer eighteen times, of the 70 answers naming CyberSaint CyberStrong and the 49 naming ThreatConnect Risk Quantifier. In those answers ThreatConnect Risk Quantifier took the first choice one time and CyberSaint CyberStrong one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where CyberSaint CyberStrong and ThreatConnect Risk Quantifier stood in it.
ModelDirectTRParaphraseTRComparativeTRBudget-constrainedTRScale-constrainedTRNegativeTR
Claude Haiku 4.5
GPT-5.4 miniTRTR
Gemini 3.5 FlashTR
Perplexity SonarTR
Grok 4.20TR
Mistral SmallTR
DeepSeek V4 FlashTRTR
Llama 4 MaverickTRTR
Qwen 3.7 Flash
Kimi K2TR
GLM 4.7 FlashXTR
MiniMax M2.5TRTR
GPT-6 LunaTR
Muse Glimmer 30BTR
CyberSaint CyberStrongTR ThreatConnect Risk Quantifier first choice named as an alternative argued againstblank: not namedEach cell is one answer, CyberSaint CyberStrong on the left and ThreatConnect Risk Quantifier on the right.

The direct prompt

The plain question, one answer per model, grouped by where CyberSaint CyberStrong and ThreatConnect Risk Quantifier stood in it.

CyberSaint CyberStrong first, ThreatConnect Risk Quantifier an alternative

3 of 14 modelsThreatConnect Risk Quantifier was named in the answer but not as the choice, or not at all.
Perplexity SonarCyberSaint CyberStrong alternatives: Axio, Balbix, LogicGate Risk Cloud, SAFE Security, ThreatConnect Risk Quantifier
Kimi K2CyberSaint CyberStrong, SAFE Security alternatives: Axio360, FortifyData
Muse Glimmer 30BAxio360, CyberSaint CyberStrong, CyberStrong alternatives: C-Risk

ThreatConnect Risk Quantifier first, CyberSaint CyberStrong not the choice

1 of 14 modelsCyberSaint CyberStrong was named in the answer but not as the choice, or not at all.
MiniMax M2.5Kovrr, ThreatConnect Risk Quantifier alternatives: Ostrich Cyber Risk

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniX-Analytics alternatives: Bitsight Financial Quantification, SecurityScorecard, ThreatConnect Risk Quantifier
Grok 4.20Kovrr alternatives: Axio360, CyberSaint CyberStrong, SAFE Security, vCISO Lite
Mistral SmallKovrr, SAFE Security alternatives: Optro, ThreatConnect Risk Quantifier
DeepSeek V4 FlashAxio360 alternatives: Balbix, Kovrr, ThreatConnect Risk Quantifier
Llama 4 MaverickCyber Quant alternatives: Axio360, Risk Cloud Quantify, ThreatConnect Risk Quantifier

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Black Kite alternatives: Nisura, UpGuard
Gemini 3.5 FlashAxio360 alternatives: Bitsight Financial Quantification, Kovrr, SAFE Security
Qwen 3.7 FlashX-Analytics alternatives: Kovrr, SAFE Security
GLM 4.7 FlashXUpGuard alternatives: Axio, SAFE Security
GPT-6 LunaAxio360 alternatives: CyberStrong, SAFE One

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
CyberSaint CyberStrong0%#8 of 11
ThreatConnect Risk Quantifier0%#9 of 11
The full small business standing →
Mid-marketThe figures above
CyberSaint CyberStrong leads by eleven points.
CyberSaint CyberStrong13%#1 of 10
ThreatConnect Risk Quantifier2%#5 of 10
The full mid-market standing →
Enterprise
CyberSaint CyberStrong leads by two points.
CyberSaint CyberStrong2%#5 of 13
ThreatConnect Risk Quantifier0%#10 of 13
The full enterprise standing →

What the models said about CyberSaint CyberStrong

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“Avoid mid-market tools like CyberSaint ($30K–$80K) as they lack depth for thousands of users.” Muse Glimmer 30B · negative prompt · hard negative
“Mid-market tools like CyberSaint ... often criticized for lacking the depth and scalability required for organizations with thousands of users” Mistral Small · negative prompt · soft negative
“Criticized as mid-market at $30K–$80K but "lacking depth" for organizations with thousands of users.” DeepSeek V4 Flash · negative prompt · soft negative
“I'd recommend CyberSaint if you need a dedicated CRQ platform plus compliance and risk-framework mapping” Perplexity Sonar · paraphrase prompt · first choice
“That is why Axio360 and CyberSaint are the names that dominate current buyer guides for mid-market B2B.” Muse Glimmer 30B · direct prompt · first choice
“I recommend CyberSaint (often associated with CyberStrong) or Cyrisma.” Qwen 3.7 Flash · paraphrase prompt · first choice

What the models said about ThreatConnect Risk Quantifier

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“often start at thousands to tens of thousands per year (plus potential consulting), making them unsuitable for tight budgets” Grok 4.20 · budget prompt · soft negative
“I'd suggest starting with ThreatConnect Risk Quantifier or Kovrr as they offer the best balance of capability, usability, and value” MiniMax M2.5 · direct prompt · first choice
“Need a formal, repeatable FAIR program? Start with SAFE One and ThreatConnect RQ.” GPT-6 Luna · comparative prompt · first choice
“ThreatConnect Risk Quantifier, which maps threats and vulnerabilities to financial-loss scenarios.” Perplexity Sonar · direct prompt · alternative
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.