Every category where a model named Attest 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
Audience and consumer insights platforms	Marketing	0%	34 of 155	17%	6	under 10 labels · led by SparkToro at 19%
Market intelligence platforms	GTM data and infrastructure	0%	52 of 172	0%	1	under 10 labels · led by Apollo.io at 17%

Movement

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

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

Direct0 labelsNone

Paraphrase4 labelsNone

Comparative11 labels2not counted in share

Budget-constrained3 labels1

Scale-constrained0 labelsNone

Negative5 labelsNone

First choiceAlternativeMentionNegative23 labels in all, every segment counted; 1 of the 3 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.

“Great for quick surveys with dedicated support; more affordable for frequent quantitative insights” Grok 4.1 Fast · Audience insights · paraphrase prompt · alternative

“Add Attest or PickFu for rapid, pay-as-you-go concept / messaging tests.” Muse Glimmer 30B · Audience insights · paraphrase prompt · alternative

“2. Attest – Best for Fast, Affordable Insights” Kimi K2 · Audience insights · paraphrase prompt · alternative

“Attest for quick, affordable surveys” GLM 4.7 FlashX · Market intelligence · paraphrase 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.

“Attest can be expensive for ongoing use and may not offer the same depth of data as enterprise-level solutions” Mistral Small · Audience insights · negative prompt · soft negative

Named alongside

The products named in the same answers as Attest, over the 23 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Attest was named but was not.

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ProductSame answerTook the first choice insteadHead to head

GWI18 of 237Not among the top eight

Qualtrics11 of 230Not among the top eight

Brandwatch Consumer Intelligence10 of 230Not among the top eight

SparkToro9 of 235Not among the top eight

SurveyMonkey9 of 231Not among the top eight

Audiense7 of 231Not among the top eight

YouGov Profiles7 of 231Not among the top eight

Meltwater7 of 230Not among the top eight

PickFu6 of 230Not among the top eight

Quantilope6 of 230Not 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 Attest. 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 23 of the 23 answers that named Attest and are not a share of its labels.

Domains cited

guideflow.com13

fluidsurveys.com11

g2.com10

meltwater.com8

gwi.com7

pulsarplatform.com7

articos.com6

gartner.com5

influencermarketinghub.com5

learn.g2.com5

Seventy-seven of the seventy-seven domain citations in answers naming Attest came from somebody else's page.

Pages cited

fluidsurveys.com/best-market-research-software9

guideflow.com/blog/consumer-insights-platforms9

meltwater.com/en/blog/top-consumer-insights-tools-companies7

g2.com/categories/consumer-insights-platforms/small-business6

guideflow.com/blog/best-audience-intelligence-platforms6

pulsarplatform.com/guides/best-audience-analysis-tools-20266

gartner.com/reviews/market/audience-intelligence-platforms5

gwi.com/blog/audience-research-tools5

Pages are listed as the models cited them.

Search and answers

askattest.com is not in Google's top ten for any of the category's searches. In the answers, Attest takes 0% of first choices and SparkToro takes 19%.

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In search

Google, US estimates

Position for “audience insights platform”

–

not in the top ten

Position for “best audience insights platform”

–

not in the top ten

Searches for its name, Google: 33,100 a month (“attest”)
AI search demand for its name, est.: 5,171 a month
Organic visits to its site: about 220,392 a month
Searches its site ranks for: 9,259 · 749 in the top three
Sites linking to it: 4,494
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

69 ads · 69 text · 26 shown in the last 30 days

First shown July 2024, as Attest Technologies Limited, verified. Ads started 2025-11 to 2026-10: 5 in the year, 64 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 34 of 155 in audience insights

Segment leader

19%

SparkToro

First choices: 1 across its categories
Named in: 23 answers
Its own site cited: in 23 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 askattest.com

1,192

subdomains included

Content

863

counted in the table below

Documentation

127

Product · Integration

16 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	397	12	2026-09-23	Video ads
Report or ebook	182	5	2026-09-17
Conference or event	71	1	2026-08-21
Webinar or virtual event	68	2	2026-09-16
Case study	66	0	2026-03-10
Podcast or video	49	0	2024-05-24
Comparison	23	0	2026-06-02
Glossary or explainer	6	0	2026-03-27
Template or tool	1	0	2026-01-21

Most recent

2026-09-23From idea to impact how brands use attest at every stage of ad campaign planning blog
2026-09-22How to write a market research brief blog
2026-09-22How to create surveys faster blog
2026-09-176 ways advertisers can capitalize on second screening report or ebook
2026-09-16The attention economy has moved has your budget webinar or virtual event
2026-09-10How to reach millennial audiences report or ebook

How it is countedHide how it is counted

Every page askattest.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.

Follow Attest

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

where Attest 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 Attest, 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.