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Cyber risk quantification · November 2026 Edition

Axio360 vs SAFE Security

Four of fourteen models named Axio360 first on the direct prompt; two named SAFE Security. Axio360 was named by eight of the fourteen models and SAFE Security by twelve and Axio360 carries 18 labels and SAFE Security 29, so the shares are not directly comparable.

Axio360

accepted challenger

Named in one category this edition.

SAFE Security

criticized challenger

Named in two categories this edition.

First-choice share7%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%38%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 10; printed, not drawn.
Labels1829A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Axio360 reading right to left. Rank and label count are printed, not drawn.CyberSaint CyberStrong vs Axio360 · CyberSaint CyberStrong vs SAFE Security · Kovrr vs Axio360

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.
Axio360First choices, of fourteen modelsSAFE Security
Direct422 against SAFE Security
Paraphrase012 against SAFE Security
Comparative15
Budget-constrained001 against Axio360 · 3 against SAFE Security
Scale-constrained001 against SAFE Security
Negative003 against SAFE Security
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, Axio360 and SAFE Security were named in the same answer twenty-seven times, of the 48 answers naming Axio360 and the 117 naming SAFE Security. In those answers SAFE Security took the first choice five times and Axio360 five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Axio360 and SAFE Security stood in it.
ModelDirectAXParaphraseAXComparativeAXBudget-constrainedAXScale-constrainedAXNegativeAX
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 FlashAXAXAX
Perplexity Sonar
Grok 4.20AXAXAX
Mistral SmallAX
DeepSeek V4 FlashAXAX
Llama 4 MaverickAX
Qwen 3.7 Flash
Kimi K2AXAXAX
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 LunaAXAX
Muse Glimmer 30BAXAX
AX Axio360 SAFE SecurityAX first choiceAX named as an alternativeAX argued againstblank: not namedEach cell is one answer, Axio360 on the left and SAFE Security on the right.

The direct prompt

The plain question, one answer per model, grouped by where Axio360 and SAFE Security stood in it.

Axio360 first, SAFE Security an alternative

4 of 14 modelsSAFE Security was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashAxio360 alternatives: Bitsight Financial Quantification, Kovrr, SAFE Security
DeepSeek V4 FlashAxio360 alternatives: Balbix, Kovrr, ThreatConnect Risk Quantifier
GPT-6 LunaAxio360 alternatives: CyberStrong, SAFE One
Muse Glimmer 30BAxio360, CyberSaint CyberStrong, CyberStrong alternatives: C-Risk

SAFE Security first, Axio360 an alternative

2 of 14 modelsAxio360 was named in the answer but not as the choice, or not at all.
Mistral SmallKovrr, SAFE Security alternatives: Optro, ThreatConnect Risk Quantifier
Kimi K2CyberSaint CyberStrong, SAFE Security alternatives: Axio360, FortifyData

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.
Perplexity SonarCyberSaint CyberStrong alternatives: Axio, Balbix, LogicGate Risk Cloud, SAFE Security, ThreatConnect Risk Quantifier
Grok 4.20Kovrr alternatives: Axio360, CyberSaint CyberStrong, SAFE Security, vCISO Lite
Llama 4 MaverickCyber Quant alternatives: Axio360, Risk Cloud Quantify, ThreatConnect Risk Quantifier
Qwen 3.7 FlashX-Analytics alternatives: Kovrr, SAFE Security
GLM 4.7 FlashXUpGuard alternatives: Axio, SAFE Security

Neither was named

3 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
MiniMax M2.5Kovrr, ThreatConnect Risk Quantifier alternatives: Ostrich Cyber 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
Axio360 leads by five points.
Axio3605%#3 of 11
SAFE Security0%#11 of 11
The full small business standing →
Mid-marketThe figures above
Axio360 leads by two points.
Axio3607%#3 of 10
SAFE Security6%#4 of 10
The full mid-market standing →
Enterprise
The order flips: SAFE Security leads at enterprise.
SAFE Security48%#1 of 13
Axio3602%#7 of 13
The full enterprise standing →

What the models said about Axio360

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

What the models said about SAFE Security

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
“Expensive, fully licensed FAIR platforms (like early versions of RiskLens or SAFE Security) for organizations that don’t have dedicated risk analysts.” 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
“Strongest for FAIR methodology, broad security-tool integrations, and continuous quantification” Perplexity Sonar · comparative prompt · first choice
“my default recommendation for a mid-sized B2B company would be: 1) Safe Security” GPT-5.4 mini · paraphrase prompt · first choice
“I recommend starting with CyberSaint CyberStrong or Safe Security” Kimi K2 · direct prompt · first choice
Also compared

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.