Four of fourteen models named Axio360 first on the direct prompt; zero named RiskLens. Axio360 was named by eight of the fourteen models and RiskLens by twelve and Axio360 carries 18 labels and RiskLens 26, 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, Axio360 and RiskLens were named in the same answer eighteen times, of the 48 answers naming Axio360 and the 87 naming RiskLens. In those answers RiskLens took the first choice two times and Axio360 two.
| Model | DirectAXRI | ParaphraseAXRI | ComparativeAXRI | Budget-constrainedAXRI | Scale-constrainedAXRI | NegativeAXRI |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | RI | RI | RI | |||
| Gemini 3.5 Flash | AX | AX | AX | |||
| Perplexity Sonar | RI | |||||
| Grok 4.20 | AXRI | RI | AX | RI | AXRI | |
| Mistral Small | AX | |||||
| DeepSeek V4 Flash | AX | AXRI | RI | |||
| Llama 4 Maverick | AX | RI | ||||
| Qwen 3.7 Flash | RI | RI | ||||
| Kimi K2 | AXRI | RI | AXRI | AX | RI | |
| GLM 4.7 FlashX | RI | |||||
| MiniMax M2.5 | RI | |||||
| GPT-6 Luna | AX | AX | ||||
| Muse Glimmer 30B | AXRI | AX |
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. 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
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 overly complex/expensive tools (e.g., full Balbix or pure RiskLens post-acquisition)” Grok 4.20 · direct prompt · hard negative
“Avoid starting with enterprise products such as MetricStream, Archer, or RiskLens” Perplexity Sonar · budget prompt · hard negative
“Enterprise SaaS tools like the broader RiskLens platform or other commercial CRQ tools can work well, but they're typically more than a small-budget company needs at the start.” GPT-5.4 mini · budget prompt · soft negative
“RiskLens (The Industry Standard) ... the most widely adopted commercial tool for FAIR-based analysis” Qwen 3.7 Flash · comparative prompt · first choice
“RiskLens Pro managed service — best if you want faster results with minimal internal effort.” GPT-5.4 mini · budget prompt · first choice
“Choose RiskLens if you want the gold-standard, FAIR-compliant quantitative framework.” Kimi K2 · comparative prompt · first choice
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.