Every category where a model named Lunio 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
Click fraud protection	Marketing	20%	2 of 52	7%	42	accepted challenger

Movement

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

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

Direct25 labels13

Paraphrase26 labels9

Comparative30 labels13not counted in share

Budget-constrained11 labels3

Scale-constrained12 labels6

Negative18 labels6not counted in share

First choiceAlternativeMentionNegative122 labels in all, every segment counted; 31 of the 50 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.

“Look for tools with strong machine learning engines, real-time blocking, and transparent reporting, such as Lunio, TrafficGuard, CHEQ, DataDome, Anura, or ClickCease.” Mistral Small · Click fraud protection · negative prompt · first choice

“Lunio is highly regarded for mid-market/enterprise marketing teams. It focuses heavily on maximizing ad efficiency and cleaning up smart bidding signals.” Gemini 3.5 Flash · Click fraud protection · scale prompt · first choice

“The four tools most consistently recommended for enterprise advertisers are Lunio, CHEQ, DataDome, and Anura” DeepSeek V4 Flash · Click fraud protection · scale prompt · first choice

“Lunio appears to be the most frequently recommended choice due to its specialized focus on high-CPC B2B environments” Claude Haiku 4.5 · Click fraud protection · direct 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.

“Percentage-of-ad-spend pricing — the more your campaigns grow, the more you pay, which becomes increasingly expensive at scale.” DeepSeek V4 Flash · Click fraud protection · negative prompt · soft negative

“typically aimed at growing brands rather than the cheapest option | Better if budget is flexible” Perplexity Sonar · Click fraud protection · budget prompt · soft negative

“certain enterprise-focused tools like Lunio may not be cost-effective for you” Claude Haiku 4.5 · Click fraud protection · budget prompt · soft negative

Named alongside

The products named in the same answers as Lunio, over the 122 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Lunio was named but was not.

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ProductSame answerTook the first choice insteadHead to head

ClickCease85 of 12230Compare →

Cheq74 of 12213Compare →

TrafficGuard62 of 1223Compare →

ClickGUARD59 of 1222Compare →

Fraud Blocker46 of 1225Compare →

DataDome36 of 1220Not among the top eight

Anura35 of 1220Not among the top eight

ClickPatrol29 of 1222Compare →

Clixtell18 of 1222Compare →

HUMAN Security17 of 1221Not 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 Lunio. 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 121 of the 122 answers that named Lunio and are not a share of its labels.

Domains cited

lunio.aiYour site111

guideflow.com83

clickpatrol.com60

trafficguard.ai58

clickcease.com53

improvado.io43

sourceforge.net38

g2.com35

cometly.com33

thecmo.com33

436 of the 547 domain citations in answers naming Lunio came from somebody else's page.

Pages cited

guideflow.com/blog/best-click-fraud-software82

lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked82

lunio.ai/blog/best-click-fraud-detection-tools-for-enterprise-advertisers53

trafficguard.ai/blog/best-click-fraud-protection-software-protect-your-ppc-campaigns47

improvado.io/blog/best-ad-fraud-detection-software42

clickpatrol.com/best-click-fraud-protection-software35

cometly.com/post/ad-fraud-detection-software33

thecmo.com/tools/best-click-fraud-software33

Pages are listed as the models cited them.

Search and answers

lunio.ai is not in Google's top ten for any of the category's searches. In the answers, Lunio takes 20% of first choices and ClickCease takes 36%.

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In search

Google, US estimates

Position for “click fraud protection tool”

–

not in the top ten

Position for “best click fraud protection tool”

–

not in the top ten

Searches for its name, Google: 590 a month (“lunio”)
AI search demand for its name, est.: 11 a month
Organic visits to its site: about 5,727 a month
Searches its site ranks for: 2,271 · 134 in the top three
Sites linking to it: 2,984
Paid Google search: 1 searches its ads show for, about 1 clicks and $4 a month (estimate)

Ads on GoogleDetailLess

47 ads · 43 text, 4 image · 21 shown in the last 30 days

First shown August 2024, as PPC Protect Limited, verified. Ads started 2025-11 to 2026-10: 28 in the year, 19 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

20%

rank 2 of 52 in click fraud protection

Segment leader

36%

ClickCease

First choices: 31 across its categories
Named in: 122 answers
Its own site cited: in 121 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 lunio.ai

419

subdomains included

Content

362

counted in the table below

Documentation

Product · Integration

4 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	220	9	2026-10-01	Click fraud protection, SEO
Glossary or explainer	48	0	2026-06-25	SEO
Case study	21	0	2026-04-14
Podcast or video	20	0	2025-11-12
Webinar or virtual event	18	0	2025-11-21
News or press	18	0	2026-07-02
Comparison	8	2	2026-09-29
Report or ebook	6	0	2023-09-13
Template or tool	3	0	2025-06-24

Most recent

2026-10-01Best click fraud detection tools for enterprise advertisers blog
2026-09-29Givt vs sivt sophisticated vs general invalid traffic explained comparison
2026-09-21Free click fraud detection tools compared blog
2026-09-18Google smart bidding bad data blog
2026-09-03Ad fraud detection guide blog
2026-08-17How to audit an ai max campaign blog

How it is countedHide how it is counted

Every page lunio.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. 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 Lunio

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

Lunio (formerly PPC Protect) 4Lunio (ex-PPC Protect) 1

Follow Lunio

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.

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 Lunio'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 Lunio, 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 Lunio by email, built from the raw record of the edition. It shows:

where Lunio 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 Lunio, 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 Lunio 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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Lunio is among the products AI models recommend first in Click fraud protection 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://gtm-ai-index.com/marketing/click-fraud-protection/"><img src="https://gtm-ai-index.com/badges/2026-10/lunio--click-fraud-protection-wide.svg" alt="Among AI models' top three in Click fraud protection, October 2026 Edition, GTM 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 Click fraud protection standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://gtm-ai-index.com/marketing/click-fraud-protection/"><img src="https://gtm-ai-index.com/badges/2026-10/lunio--click-fraud-protection-square.svg" alt="Among AI models' top three in Click fraud protection, October 2026 Edition, GTM 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 Click fraud protection standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://gtm-ai-index.com/marketing/click-fraud-protection/"><img src="https://gtm-ai-index.com/badges/2026-10/lunio--click-fraud-protection-compact.svg" alt="Among AI models' top three in Click fraud protection, October 2026 Edition, GTM 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 Click fraud protection 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.