Kovrr vs Axio
Three of fourteen models named Kovrr first on the direct prompt; zero named Axio. Kovrr was named by fourteen of the fourteen models and Axio by ten and Kovrr carries 33 labels and Axio 16, so the shares are not directly comparable.
Named 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
KovrrFirst choices, of fourteen modelsAxio
Across every category in the November 2026 Edition, Kovrr and Axio were named in the same answer forty-one times, of the 108 answers naming Kovrr and the 61 naming Axio. In those answers Axio took the first choice zero times and Kovrr two.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | | |||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
Kovrr Axio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Kovrr on the left and Axio on the right.The direct prompt
Kovrr first, Axio not the choice
3 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
What the models said about Kovrr
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
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.