Every category where a model named Lumenova AI 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
AI governance platforms	Data platform	4%	7 of 135	0%	6	under 10 labels · led by Credo AI at 18%

Movement

This is the first edition on this tier, so no move can be computed for Lumenova AI 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 Lumenova AI 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	Labels
Claude Haiku 4.5	1	2	0	3
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	0	0	1	1
Mistral Small	0	0	0	0
DeepSeek V4 Flash	1	0	0	1
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	1	0	1
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	0	0	0	0

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

Direct8 labels2

Paraphrase6 labels3

Comparative8 labels6not counted in share

Budget-constrained6 labelsNone

Scale-constrained0 labelsNone

Negative2 labels2not counted in share

First choiceAlternativeMentionNegative30 labels in all, every segment counted; 5 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.

“1. Lumenova AI (Most suitable for mid-market)” Claude Haiku 4.5 · AI governance · paraphrase prompt · first choice

“Top Recommendation: Lumenova AI” DeepSeek V4 Flash · AI governance · paraphrase prompt · first choice

“emerging governance platform offering dedicated customer success managers across all tiers, strong EU AI Act compliance features, and competitive pricing” Claude Haiku 4.5 · AI governance · budget prompt · alternative

“Automates AI risk and compliance, designed for regulated small enterprises.” MiniMax M2.5 · AI governance · budget prompt · alternative

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.

No model argued against it.

Named alongside

The products named in the same answers as Lumenova AI, over the 30 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Lumenova AI was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Credo AI19 of 302Not among the top eight

Strac18 of 3011Not among the top eight

IBM watsonx.governance11 of 300Not among the top eight

Holistic AI9 of 300Not among the top eight

OneTrust AI Governance9 of 300Not among the top eight

Fiddler AI6 of 300Not among the top eight

Arize AI4 of 301Not among the top eight

Zelkir4 of 301Not among the top eight

Microsoft Purview4 of 300Not among the top eight

Monitaur4 of 300Not 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 Lumenova AI. 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 30 of the 30 answers that named Lumenova AI and are not a share of its labels.

Domains cited

peoplemanagingpeople.com28

infomineo.com22

strac.io21

aiopsschool.com11

respan.ai9

aimagicx.com8

g2.com8

superblocks.com8

dupple.com7

modelop.com7

129 of the 129 domain citations in answers naming Lumenova AI came from somebody else's page.

Pages cited

peoplemanagingpeople.com/tools/best-ai-governance-tools28

infomineo.com/artificial-intelligence/best-ai-governance-tools-in-2026-top-platforms-compa22

strac.io/blog/best-ai-governance-tools-and-software21

aiopsschool.com/blog/top-10-ai-governance-platforms-features-pros-cons-comparison11

respan.ai/articles/ai-governance-tools9

aimagicx.com/blog/ai-governance-platforms-enterprise-buyers-guide-20268

g2.com/categories/ai-governance-tools8

modelop.com/ai-governance/ai-governance-companies7

Pages are listed as the models cited them.

Search and answers

lumenova.ai is not in Google's top ten for any of the category's searches. In the answers, Lumenova AI takes 4% of first choices and Credo AI takes 18%.

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In search

Google, US estimates

Position for “ai governance platform”

–

not in the top ten

Position for “ai governance platforms”

–

not in the top ten

Searches for its name, Google: 70 a month (“lumenova ai”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 1,571 a month
Searches its site ranks for: 798 · 11 in the top three
Sites linking to it: 1,025
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

16 ads · 6 video, 5 image, 5 text · 7 shown in the last 30 days

First shown July 2023, as Lumenova AI, Inc., verified. Ads started 2025-11 to 2026-10: 13 in the year, 3 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 7 of 135 in AI governance

Segment leader

18%

Credo AI

First choices: 5 across its categories
Named in: 30 answers
Its own site cited: in 30 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 lumenova.ai

471

subdomains included

Content

294

counted in the table below

Documentation

Product · Integration

40 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	283	30	2026-10-05	AI governance
Comparison	9	0	2026-03-12	AI governance
Case study	1	0	2024-01-12
Glossary or explainer	1	0	2025-05-27

Most recent

2026-10-05Blog ai governance frameworks agentic ai comparison blog
2026-10-01Ai agent observability instrumentation blog
2026-09-24Ai center of excellence for banks blog
2026-09-23Agentic ai monitoring buyers guide blog
2026-09-17Ai lifecycle governance framework blog
2026-09-15Ai overreliance blog

How it is countedHide how it is counted

Every page lumenova.ai 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. Read October 5, 2026.

Follow Lumenova AI

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

Lumenova AI is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Enterprise Agentic AI Governance & Security
lumenova.ai
For: AI builders and model risk team; regulated industries; AI Platform & Engineering, Model Risk & Validation, Security, CIOs, CTOs & Chief AI Officers
lumenova.ai
Not stated on the pages read: Price, starting price, free plan or trial, integrations, certifications, hosting, customers

What Lumenova AI's own pages state, read October 5, 2026: lumenova.ai, trust.lumenova.ai, lumenova.ai/platform, lumenova.ai/categories/case-studies, lumenova.ai/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 Lumenova AI'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 Lumenova AI, 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 Lumenova AI by email, built from the raw record of the edition. It shows:

where Lumenova AI 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 Lumenova AI, 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.