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Index › IT › Security operations › Cyber risk quant › Axio vs RiskLens
Cyber risk quantification · November 2026 Edition

Axio vs RiskLens

Zero of fourteen models named Axio first on the direct prompt; zero named RiskLens. Axio was named by ten of the fourteen models and RiskLens by twelve and Axio carries 16 labels and RiskLens 26, so the shares are not directly comparable.

Axio

criticized challenger

Named in two categories this edition.

RiskLens

criticized challenger

Named in one category this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%42%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 10; printed, not drawn.
Labels1626A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Axio reading right to left. Rank and label count are printed, not drawn.CyberSaint CyberStrong vs Axio · CyberSaint CyberStrong vs RiskLens · Kovrr vs Axio

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.
AxioFirst choices, of fourteen modelsRiskLens
Direct004 against RiskLens
Paraphrase101 against RiskLens
Comparative12
Budget-constrained011 against Axio · 2 against RiskLens
Scale-constrained001 against RiskLens
Negative013 against Axio · 3 against RiskLens
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, Axio and RiskLens were named in the same answer thirty-eight times, of the 61 answers naming Axio and the 87 naming RiskLens. In those answers RiskLens took the first choice six times and Axio three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Axio and RiskLens stood in it.
ModelDirectRIParaphraseRIComparativeRIBudget-constrainedRIScale-constrainedRINegativeRI
Claude Haiku 4.5
GPT-5.4 miniRIRIRI
Gemini 3.5 Flash
Perplexity SonarRI
Grok 4.20RIRIRIRI
Mistral Small
DeepSeek V4 FlashRIRI
Llama 4 MaverickRI
Qwen 3.7 FlashRIRI
Kimi K2RIRIRIRI
GLM 4.7 FlashXRI
MiniMax M2.5RI
GPT-6 Luna
Muse Glimmer 30BRI
AxioRI RiskLens first choice named as an alternative argued againstblank: not namedEach cell is one answer, Axio on the left and RiskLens on the right.

The direct prompt

The plain question, one answer per model, grouped by where Axio and RiskLens stood in it.

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarCyberSaint CyberStrong alternatives: Axio, Balbix, LogicGate Risk Cloud, SAFE Security, ThreatConnect Risk Quantifier
GLM 4.7 FlashXUpGuard alternatives: Axio, SAFE Security

Neither was named

12 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Black Kite alternatives: Nisura, UpGuard
GPT-5.4 miniX-Analytics alternatives: Bitsight Financial Quantification, SecurityScorecard, ThreatConnect Risk Quantifier
Gemini 3.5 FlashAxio360 alternatives: Bitsight Financial Quantification, Kovrr, SAFE Security
Grok 4.20Kovrr alternatives: Axio360, CyberSaint CyberStrong, SAFE Security, vCISO Lite
Mistral SmallKovrr, SAFE Security alternatives: Optro, ThreatConnect Risk Quantifier
DeepSeek V4 FlashAxio360 alternatives: Balbix, Kovrr, ThreatConnect Risk Quantifier
Llama 4 MaverickCyber Quant alternatives: Axio360, Risk Cloud Quantify, ThreatConnect Risk Quantifier
Qwen 3.7 FlashX-Analytics alternatives: Kovrr, SAFE Security
Kimi K2CyberSaint CyberStrong, SAFE Security alternatives: Axio360, FortifyData
MiniMax M2.5Kovrr, ThreatConnect Risk Quantifier alternatives: Ostrich Cyber Risk
GPT-6 LunaAxio360 alternatives: CyberStrong, SAFE One
Muse Glimmer 30BAxio360, CyberSaint CyberStrong, CyberStrong alternatives: C-Risk

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
RiskLens leads by two points.
RiskLens2%#7 of 11
Axio0%#10 of 11
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Axio2%#6 of 10
RiskLens2%#7 of 10
The full mid-market standing →
Enterprise
RiskLens leads by twelve points.
RiskLens12%#3 of 13
Axio0%#8 of 13
The full enterprise standing →

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

What the models said about RiskLens

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
Also compared
CyberSaint CyberStrong vs AxioCyberSaint CyberStrong vs RiskLensKovrr vs AxioKovrr vs RiskLensAxio360 vs AxioAxio360 vs RiskLensSAFE Security vs AxioSAFE Security vs RiskLensThreatConnect Risk Quantifier vs AxioThreatConnect Risk Quantifier vs RiskLensAll twenty-one head-to-head pages and the full cyber risk quant standing

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.