Three of fourteen models named Kovrr first on the direct prompt; one named ThreatConnect Risk Quantifier. Kovrr was named by fourteen of the fourteen models and ThreatConnect Risk Quantifier by twelve and Kovrr carries 33 labels and ThreatConnect Risk Quantifier 22, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
Across every category in the November 2026 Edition, Kovrr and ThreatConnect Risk Quantifier were named in the same answer twenty-eight times, of the 108 answers naming Kovrr and the 49 naming ThreatConnect Risk Quantifier. In those answers ThreatConnect Risk Quantifier took the first choice one time and Kovrr three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | TR | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | TR | |||||
| Grok 4.20 | TR | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | TR | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | TR | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms like Kovrr and Axio have faced criticism in niche reviews for being overly focused on insurance market dynamics rather than pure operational risk quantification” Qwen 3.7 Flash · negative prompt · soft 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
“enterprise Cyber Risk Quantification (CRQ) platforms (such as Kovrr, Safe Security, or ThreatConnect) are often cost-prohibitive” Gemini 3.5 Flash · 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
“Kovrr and Safe Security are the strongest choices due to their robust quantification methodologies” Mistral Small · direct prompt · first choice
“Kovrr – *Best Overall for Fast Time-to-Value & Automation*” Gemini 3.5 Flash · paraphrase prompt · first choice
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
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.