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Cyber risk quantification · November 2026 Edition

Axio360 vs ThreatConnect Risk Quantifier

Four of fourteen models named Axio360 first on the direct prompt; one named ThreatConnect Risk Quantifier. Axio360 was named by eight of the fourteen models and ThreatConnect Risk Quantifier by twelve and Axio360 carries 18 labels and ThreatConnect Risk Quantifier 22, so the shares are not directly comparable.

Axio360

accepted challenger

Named in one category this edition.

Named in one category this edition.

First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 10; printed, not drawn.
Labels1822A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Axio360 reading right to left. Rank and label count are printed, not drawn.CyberSaint CyberStrong vs Axio360 · CyberSaint CyberStrong vs ThreatConnect Risk Quantifier · Kovrr vs Axio360

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.
Axio360First choices, of fourteen modelsThreatConnect Risk Quantifier
Direct41
Paraphrase00
Comparative11
Budget-constrained001 against Axio360 · 1 against ThreatConnect Risk Quantifier
Scale-constrained00
Negative00
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, Axio360 and ThreatConnect Risk Quantifier were named in the same answer eighteen times, of the 48 answers naming Axio360 and the 49 naming ThreatConnect Risk Quantifier. In those answers ThreatConnect Risk Quantifier took the first choice one time and Axio360 two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Axio360 and ThreatConnect Risk Quantifier stood in it.
ModelDirectAXTRParaphraseAXTRComparativeAXTRBudget-constrainedAXTRScale-constrainedAXTRNegativeAXTR
Claude Haiku 4.5
GPT-5.4 miniTRTR
Gemini 3.5 FlashAXAXTRAX
Perplexity SonarTR
Grok 4.20AXAXTRAX
Mistral SmallTRAX
DeepSeek V4 FlashAXTRAXTR
Llama 4 MaverickAXTRTR
Qwen 3.7 Flash
Kimi K2AXAXTRAX
GLM 4.7 FlashXTR
MiniMax M2.5TRTR
GPT-6 LunaAXAXTR
Muse Glimmer 30BAXAXTR
AX Axio360TR ThreatConnect Risk QuantifierAX first choiceAX named as an alternativeAX argued againstblank: not namedEach cell is one answer, Axio360 on the left and ThreatConnect Risk Quantifier on the right.

The direct prompt

The plain question, one answer per model, grouped by where Axio360 and ThreatConnect Risk Quantifier stood in it.

Axio360 first, ThreatConnect Risk Quantifier an alternative

4 of 14 modelsThreatConnect Risk Quantifier was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashAxio360 alternatives: Bitsight Financial Quantification, Kovrr, SAFE Security
DeepSeek V4 FlashAxio360 alternatives: Balbix, Kovrr, ThreatConnect Risk Quantifier
GPT-6 LunaAxio360 alternatives: CyberStrong, SAFE One
Muse Glimmer 30BAxio360, CyberSaint CyberStrong, CyberStrong alternatives: C-Risk

ThreatConnect Risk Quantifier first, Axio360 not the choice

1 of 14 modelsAxio360 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

6 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
Perplexity SonarCyberSaint CyberStrong alternatives: Axio, Balbix, LogicGate Risk Cloud, SAFE Security, ThreatConnect Risk Quantifier
Grok 4.20Kovrr alternatives: Axio360, CyberSaint CyberStrong, SAFE Security, vCISO Lite
Mistral SmallKovrr, SAFE Security alternatives: Optro, ThreatConnect Risk Quantifier
Llama 4 MaverickCyber Quant alternatives: Axio360, Risk Cloud Quantify, ThreatConnect Risk Quantifier
Kimi K2CyberSaint CyberStrong, SAFE Security alternatives: Axio360, FortifyData

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Black Kite alternatives: Nisura, UpGuard
Qwen 3.7 FlashX-Analytics alternatives: Kovrr, SAFE Security
GLM 4.7 FlashXUpGuard alternatives: Axio, SAFE Security

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
Axio360 leads by five points.
Axio3605%#3 of 11
ThreatConnect Risk Quantifier0%#9 of 11
The full small business standing →
Mid-marketThe figures above
Axio360 leads by six points.
Axio3607%#3 of 10
ThreatConnect Risk Quantifier2%#5 of 10
The full mid-market standing →
Enterprise
Axio360 leads by two points.
Axio3602%#7 of 13
ThreatConnect Risk Quantifier0%#10 of 13
The full enterprise standing →

What the models said about Axio360

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
“For most mid-market B2B companies, Axio360 represents the best balance of capability, executive communication value, and reasonable cost.” DeepSeek V4 Flash · direct prompt · first choice
“Forrester's first CRQ Wave recently ranked RiskLens and Axio as leaders” Kimi K2 · comparative prompt · first choice
“Axio360 — *Best Overall for Pragmatic Setup & Board/CFO Reporting*” Gemini 3.5 Flash · direct 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.