Every category where a model named Kovrr for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Cyber risk quantification	Security operations	12%	2 of 116	13%	30	accepted challenger
AI security platforms	Security operations	0%	168 of 233	0%	1	under 10 labels · led by SentinelOne Singularity at 11%

Movement

This is the first edition on this tier, so no move can be computed for Kovrr yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Kovrr across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	1	0	2
GPT-5.4 mini	0	1	0	0	1
Gemini 3.5 Flash	1	2	1	1	5
Perplexity Sonar	0	1	1	0	2
Grok 4.1 Fast	1	1	2	0	4
Mistral Small	1	0	0	0	1
DeepSeek V4 Flash	1	1	2	0	4
Llama 4 Maverick	1	1	2	0	4
Qwen 3.7 Flash	0	0	0	0	0
Kimi K2	1	1	0	1	3
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	1	1	0	2
GPT-6 Luna	0	1	0	0	1
Muse Glimmer 30B	0	0	0	2	2

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct28 labels1

Paraphrase19 labels5

Comparative23 labels4not counted in share

Budget-constrained14 labelsNone

Scale-constrained16 labels2

Negative9 labels1not counted in share

First choiceAlternativeMentionNegative109 labels in all, every segment counted; 8 of the 13 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Kovrr: Offers flexible pricing tailored to the organization's needs, transparent cost structure, and customizable packages for SMBs and large enterprises.” Llama 4 Maverick · Cyber risk quant · paraphrase prompt · first choice

“Kovrr is the market leader... Actuarial-grade modeling that requires very little manual data entry.” Gemini 3.5 Flash · Cyber risk quant · direct prompt · first choice

“Mid-market accessible CRQ | CyberSaint, Kovrr, Cyrisma | Budget-conscious; fast time-to-value” Kimi K2 · Cyber risk quant · scale prompt · first choice

“I'd recommend Kovrr as a strong CRQ (Cyber Risk Quantification) platform.” Grok 4.1 Fast · Cyber risk quant · paraphrase prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“standard enterprise Cyber Risk Quantification (CRQ) tools (such as Kovrr, Safe Security, and Axio) are generally out of reach” Gemini 3.5 Flash · Cyber risk quant · budget prompt · soft negative

“without the enterprise pricing and dedicated FAIR analyst overhead you see with RiskLens/Safe Security, Kovrr, etc.” Muse Glimmer 30B · Cyber risk quant · paraphrase prompt · soft negative

“limited GRC integration and typically better suited for larger organizations or brokers” Kimi K2 · Cyber risk quant · direct prompt · soft negative

“Newer entrant in enterprise CRQ; less integration depth than Safe Security” Muse Glimmer 30B · Cyber risk quant · negative prompt · soft negative

Named alongside

The products named in the same answers as Kovrr, over the 109 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Kovrr was named but was not.

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ProductSame answerTook the first choice insteadHead to head

SAFE Security71 of 10929Compare →

Axio60 of 1096Compare →

RiskLens45 of 1096Compare →

CyberSaint CyberStrong34 of 1096Compare →

Balbix29 of 1091Not among the top eight

Bitsight19 of 1090Not among the top eight

Resilience14 of 1090Not among the top eight

Axio36011 of 1092Not among the top eight

SAFE One10 of 1093Not among the top eight

Black Kite9 of 1090Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Kovrr. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 108 of the 109 answers that named Kovrr and are not a share of its labels.

Domains cited

kovrr.comYour site74

riskpublishing.com58

vcso.ai47

cybersaint.io44

worldmetrics.org41

bitsight.com40

f6s.com37

g2.com37

trycomp.ai34

vcisolite.com33

371 of the 445 domain citations in answers naming Kovrr came from somebody else's page.

Pages cited

riskpublishing.com/best-cyber-risk-quantification-platforms-compar52

kovrr.com/blog-post/the-best-cyber-risk-quantification-tools-in-2026-a-buyers-guide45

vcso.ai/learn/cyber-risk-quantification-tools-comparison44

worldmetrics.org/best/cyber-risk-quantification-software38

trycomp.ai/hub/top-risk-management-software34

vcisolite.com/blog/crq-tools-and-platforms-202633

bitsight.com/guides/best-cyber-risk-management-platforms-for-enterprises31

f6s.com/software/category/cyber-risk-quantification31

Pages are listed as the models cited them.

Search and answers

kovrr.com ranks 4 on Google for the category's searches. In the answers, Kovrr takes 12% of first choices and CyberSaint CyberStrong takes 25%.

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In search

Google, US estimates

Position for “cyber risk quantification tool”

–

not in the top ten

Position for “cyber risk quantification tools”

Searches for its name, Google: 140 a month (“kovrr”)
AI search demand for its name, est.: 3 a month
Organic visits to its site: about 30,981 a month
Searches its site ranks for: 411 · 19 in the top three
Sites linking to it: 1,059
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

5 ads · 5 text · 3 shown in the last 30 days

First shown July 2023, as Kovrr Risk Modeling Ltd, verified. Ads started 2025-11 to 2026-10: 1 in the year, 4 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

12%

rank 2 of 116 in cyber risk quant

Segment leader

25%

CyberSaint CyberStrong

First choices: 8 across its categories
Named in: 109 answers
Its own site cited: in 108 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on kovrr.com

717

subdomains included

Content

640

counted in the table below

Documentation

Product · Integration

0 · 1

Kind	Pages	Last 90 days	Latest	Categories named
Blog	404	83	2026-10-05	Cyber risk quant, GRC
Glossary or explainer	165	4	2026-08-04	Cyber risk quant, TPRM
Report or ebook	29	undated
Podcast or video	18	undated		Cyber risk quant
Case study	12	3	2026-08-03
Comparison	5	4	2026-08-11	Cyber risk quant
Webinar or virtual event	4	3	2026-09-02	Cyber risk quant
Conference or event	3	2	2026-08-03

Most recent

2026-10-05When the adversary is running the ai agents blog
2026-10-04Assembling quantified cyber risk metrics into a report that lands blog
2026-10-04When two cyber risk models disagree on the same company blog
2026-10-04The ai agent that was never registered anywhere blog
2026-10-04The ai incident reporting duty nobody can date blog
2026-10-03Cyber loss in rail and signalling blog

How it is countedHide how it is counted

Every page kovrr.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.

Names read as Kovrr

What the judge wrote, as written, with how often. The vendor table decides that these count as Kovrr; a claim can dispute any of them.

Kovrr (Quantum) 1

Follow Kovrr

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Kovrr is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: AI Security and Governance Platform for the Agentic Era
kovrr.com
For: security, risk, and compliance teams
kovrr.com
Price stated: Contact Kovrr's team today to learn more about our flexible pricing options kovrr.com/pricing-crq
Free plan or trial: Yes. If you navigate back to the Kovrr homepage and click 'See Us in Action,' you'll be taken to the Kovrr demonstration platform. kovrr.com/pricing-crq
Customers named: GG GroupAbercrombie & FitchBystronicMoodle
Not stated on the pages read: Starting price, integrations, certifications, hosting

What Kovrr's own pages state, read October 5, 2026: kovrr.com, kovrr.com/pricing-crq, kovrr.com/trust/bespoke-event-catalog, kovrr.com/resources/case-studies, kovrr.com/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Kovrr's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Kovrr, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Kovrr by email, built from the raw record of the edition. It shows:

where Kovrr is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Kovrr, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.

Badges

Wins only: a badge exists where Kovrr is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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Kovrr is among the products AI models recommend first in Cyber risk quantification this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://it-ai-index.com/security/cyber-risk-quantification/"><img src="https://it-ai-index.com/badges/2026-10/kovrr--cyber-risk-quantification-wide.svg" alt="Among AI models' top three in Cyber risk quantification, October 2026 Edition, IT AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Cyber risk quantification standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://it-ai-index.com/security/cyber-risk-quantification/"><img src="https://it-ai-index.com/badges/2026-10/kovrr--cyber-risk-quantification-square.svg" alt="Among AI models' top three in Cyber risk quantification, October 2026 Edition, IT AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Cyber risk quantification standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://it-ai-index.com/security/cyber-risk-quantification/"><img src="https://it-ai-index.com/badges/2026-10/kovrr--cyber-risk-quantification-compact.svg" alt="Among AI models' top three in Cyber risk quantification, October 2026 Edition, IT AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Cyber risk quantification standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.