ThreatConnect Risk Quantifier vs Axio
One of fourteen models named ThreatConnect Risk Quantifier first on the direct prompt; zero named Axio. ThreatConnect Risk Quantifier was named by twelve of the fourteen models and Axio by ten and ThreatConnect Risk Quantifier carries 22 labels and Axio 16, so the shares are not directly comparable.
ThreatConnect Risk Quantifier
accepted challengerNamed in one category this edition.
Named in two categories this edition.
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
Across every category in the November 2026 Edition, ThreatConnect Risk Quantifier and Axio were named in the same answer seventeen times, of the 49 answers naming ThreatConnect Risk Quantifier and the 61 naming Axio. In those answers Axio took the first choice one time and ThreatConnect Risk Quantifier zero.
Every model, every framing
| Model | DirectTR | ParaphraseTR | ComparativeTR | Budget-constrainedTR | Scale-constrainedTR | NegativeTR |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | TR | TR | ||||
| Gemini 3.5 Flash | TR | | ||||
| Perplexity Sonar | TR | | ||||
| Grok 4.20 | | TR | ||||
| Mistral Small | TR | |||||
| DeepSeek V4 Flash | TR | TR | | | ||
| Llama 4 Maverick | TR | TR | | |||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | TR | | |||
| GLM 4.7 FlashX | | TR | ||||
| MiniMax M2.5 | TR | | TR | |||
| GPT-6 Luna | TR | |||||
| Muse Glimmer 30B | TR |
AxioTR first choiceTR named as an alternativeTR argued againstblank: not namedEach cell is one answer, ThreatConnect Risk Quantifier on the left and Axio on the right.The direct prompt
ThreatConnect Risk Quantifier first, Axio not the choice
1 of 14 modelsAxio was named in the answer but not as the choice, or not at all.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.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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
Axio0%#10 of 11Axio2%#6 of 10Axio0%#8 of 13What 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
What the models said about Axio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise tools like SAFE Security, Axio, or Balbix if budget is tight” DeepSeek V4 Flash · budget prompt · hard negative
“Traditional, enterprise-grade CRQ platforms (e.g., Safe Security (SAFE One), Kovrr, Axio) - generally not recommended for B2B SMBs.” Llama 4 Maverick · negative prompt · soft negative
“Platforms like Kovrr and Axio have faced criticism in niche reviews for being overly focused on insurance market dynamics” Qwen 3.7 Flash · negative prompt · soft negative
“SAFE and Axio frequently lead in recent Forrester evaluations” Grok 4.20 · comparative prompt · first choice
“I'd lean toward Kovrr or Axio” Kimi K2 · paraphrase prompt · first choice
“Scenario-based modeling with historical industry loss library, positioned around cyber insurance premium alignment.” Claude Haiku 4.5 · comparative prompt · alternative
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.