Every category where a model named Anura 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	2%	11 of 52	0%	9	under 10 labels · led by ClickCease at 36%

Movement

This is the first edition on this tier, so no move can be computed for Anura 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 Anura across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

ShowHide

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	1	1
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	2	0	2
DeepSeek V4 Flash	1	1	0	2
Llama 4 Maverick	0	0	1	1
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	1	1
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	0	0	1	1

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

Direct2 labelsNone

Paraphrase1 labelNone

Comparative15 labels1not counted in share

Budget-constrained1 labelNone

Scale-constrained8 labels1

Negative10 labels2not counted in share

First choiceAlternativeMentionNegative37 labels in all, every segment counted; 1 of the 4 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.

“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

“Programmatic/affiliate campaigns: Anura for deterministic accuracy and low false positives” DeepSeek V4 Flash · Click fraud protection · comparative prompt · alternative

“such as Lunio, TrafficGuard, CHEQ, DataDome, Anura, or ClickCease” Mistral Small · Click fraud protection · negative prompt · alternative

“Best for blocking click farms and advanced fraud patterns” Mistral Small · Click fraud protection · comparative 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 Anura, over the 37 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Anura was named but was not.

ShowHide

ProductSame answerTook the first choice insteadHead to head

Lunio35 of 3718Not among the top eight

Cheq35 of 377Not among the top eight

ClickCease27 of 374Not among the top eight

DataDome26 of 370Not among the top eight

TrafficGuard23 of 371Not among the top eight

ClickGUARD23 of 370Not among the top eight

Fraud Blocker15 of 370Not among the top eight

ClickPatrol12 of 371Not among the top eight

HUMAN Security7 of 370Not among the top eight

Clixtell6 of 370Not 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 Anura. 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 37 of the 37 answers that named Anura and are not a share of its labels.

Domains cited

lunio.ai35

clickpatrol.com24

guideflow.com23

geetest.com15

adsafee.com14

clickguardian.ai14

trafficguard.ai14

us.fitgap.com14

improvado.io13

joindatacops.com13

179 of the 179 domain citations in answers naming Anura came from somebody else's page.

Pages cited

lunio.ai/blog/best-click-fraud-detection-tools-for-enterprise-advertisers29

lunio.ai/blog/the-9-best-click-fraud-detection-tools-ranked26

guideflow.com/blog/best-click-fraud-software23

geetest.com/en/article/click-fraud-prevention-tools15

clickpatrol.com/best-click-fraud-protection-software13

improvado.io/blog/best-ad-fraud-detection-software13

adsafee.com/blog/en/best-click-fraud-protection-software-202612

clickguardian.ai/blog/best-click-fraud-protection12

Pages are listed as the models cited them.

Search and answers

anura.io is not in Google's top ten for any of the category's searches. In the answers, Anura takes 2% of first choices and ClickCease takes 36%.

ShowHide

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: 4,400 a month (“anura”)
AI search demand for its name, est.: 161 a month
Organic visits to its site: about 5,994 a month
Searches its site ranks for: 1,148 · 18 in the top three
Sites linking to it: 1,419
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

8 ads · 8 text · 7 shown in the last 30 days

First shown June 2022, as Anura Solutions, LLC., verified.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 11 of 52 in click fraud protection

Segment leader

36%

ClickCease

First choices: 1 across its categories
Named in: 37 answers
Its own site cited: in 37 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

ShowHide

Addresses on anura.io

602

subdomains included

Content

362

counted in the table below

Documentation

Product · Integration

0 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	212	9	2026-09-09
Glossary or explainer	74	18	2026-09-30	Click fraud protection, SEO
Report or ebook	32	1	2026-09-15
Case study	22	1	2026-09-16
Comparison	13	4	2026-08-12
Template or tool	8	2	2026-07-23
News or press	1	undated

Most recent

2026-09-30What is web scraping glossary or explainer
2026-09-23What is digital skimming glossary or explainer
2026-09-16What is captcha glossary or explainer
2026-09-16Axad everflow case study case study
2026-09-15Click fraud tools google ads facebook report or ebook
2026-09-09Guide to web crawlers and good bots blog

How it is countedHide how it is counted

Every page anura.io 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 Anura

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

where Anura 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 Anura, 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.