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Cyber risk quantification · October 2026 Edition

Kovrr vs Axio

One of fourteen models named Kovrr first on the direct prompt; zero named Axio. Kovrr was named by twelve of the fourteen models and Axio by twelve and Kovrr carries 30 labels and Axio 32, so the shares are not directly comparable.

Kovrr

accepted challenger

Named in two categories this edition.

Axio

accepted challenger

Named in one category this edition.

First-choice share12%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 6; printed, not drawn.
Labels3032A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Kovrr reading right to left. Rank and label count are printed, not drawn.CyberSaint CyberStrong was named alongside these two in twelve of the fourteen direct answers. CyberSaint CyberStrong vs Kovrr · CyberSaint CyberStrong vs Axio · Kovrr vs SAFE Security

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.
KovrrFirst choices, of fourteen modelsAxio
Direct101 against Kovrr · 1 against Axio
Paraphrase431 against Kovrr
Comparative00
Budget-constrained001 against Kovrr · 3 against Axio
Scale-constrained10
Negative001 against Kovrr · 1 against Axio
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 October 2026 Edition, Kovrr and Axio were named in the same answer sixty times, of the 109 answers naming Kovrr and the 98 naming Axio. In those answers Axio took the first choice six times and Kovrr four.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Kovrr and Axio stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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

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

Kovrr first, Axio an alternative

1 of 14 modelsAxio was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashKovrr alternatives: Axio, CyberSaint CyberStrong

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniSAFE Security alternatives: Kovrr, ThreatConnect Risk Quantifier
DeepSeek V4 FlashCyberSaint CyberStrong alternatives: Axio, SAFE Security, vCISO Lite
Llama 4 MaverickCyberSaint CyberStrong alternatives: Axio, Maxxsure, RiskLens
Kimi K2CyberSaint CyberStrong alternatives: Axio, Maxxsure
GLM 4.7 FlashXCyberSaint CyberStrong, SAFE Security alternatives: Axio, Balbix, LogicGate Risk Cloud, RiskLens, UpGuard
MiniMax M2.5CyberSaint CyberStrong alternatives: Bitsight, Black Kite, Kovrr, LogicGate Risk Cloud, UpGuard

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Cyrisma alternatives: Black Kite, Maxxsure, SAI360
Perplexity SonarCyberSaint CyberStrong alternatives: RiskLens, SAFE One
Grok 4.1 FastCyberSaint CyberStrong alternatives: Cyber Quant, Maxxsure, vCISO Lite
Mistral SmallCyberSaint CyberStrong, Maxxsure alternatives: RiskLens
Qwen 3.7 FlashCyberSaint CyberStrong, Maxxsure alternatives: Black Kite, RiskLens
GPT-6 LunaAxio360 alternatives: CyberSaint CyberStrong, SAFE Security
Muse Glimmer 30BCyberSaint CyberStrong alternatives: Maxxsure, RiskLens, SAFE Security

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
Kovrr leads by four points.
Kovrr4%#3 of 7
Axio0%#7 of 7
The full small business standing →
Mid-marketThe figures above
Kovrr leads by six points.
Kovrr12%#2 of 6
Axio6%#4 of 6
The full mid-market standing →
Enterprise
The order flips: Axio leads at enterprise.
Axio7%#3 of 7
Kovrr0%#5 of 7
The full enterprise standing →

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.

“standard enterprise Cyber Risk Quantification (CRQ) tools (such as Kovrr, Safe Security, and Axio) are generally out of reach” Gemini 3.5 Flash · budget prompt · soft negative
“without the enterprise pricing and dedicated FAIR analyst overhead you see with RiskLens/Safe Security, Kovrr, etc.” Muse Glimmer 30B · paraphrase prompt · soft negative
“limited GRC integration and typically better suited for larger organizations or brokers” Kimi K2 · direct prompt · soft negative
“Kovrr: Offers flexible pricing tailored to the organization's needs, transparent cost structure, and customizable packages for SMBs and large enterprises.” Llama 4 Maverick · paraphrase prompt · first choice
“Kovrr is the market leader... Actuarial-grade modeling that requires very little manual data entry.” Gemini 3.5 Flash · direct prompt · first choice
“Mid-market accessible CRQ | CyberSaint, Kovrr, Cyrisma | Budget-conscious; fast time-to-value” Kimi K2 · scale 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.

“six-figure platform costs seen for enterprise tools such as Risk Cloud Quantify, Safe Security, Axio and RiskLens” Muse Glimmer 30B · budget prompt · soft negative
“Dropped in Forrester rankings due to weak threat/vulnerability intelligence and slow feature rollouts.” Grok 4.1 Fast · negative prompt · soft negative
“GRC-integrated or asset-focused, but more enterprise-oriented ($75K+)” Grok 4.1 Fast · direct prompt · soft negative
“the mid-market sweet spot in 2026 is Axio, specifically Axio360” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd start with Axio for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“Axio (Axio360) — *Best Overall for Mid-Market B2B*” Gemini 3.5 Flash · paraphrase prompt · first choice
Also compared
CyberSaint CyberStrong vs KovrrCyberSaint CyberStrong vs AxioKovrr vs SAFE SecurityKovrr vs RiskLensSAFE Security vs AxioAxio vs RiskLensAll ten 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.