Audience and consumer insights platforms · RankedAttest
Attest is a consumer insights and survey platform · askattest.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
SparkToro is first at 54%.
SparkToro is first at 33%.
GWI is first at 32%.
Why models recommend it
“Useful when teams need to recruit target consumers quickly”Perplexity Sonar · Comparative question · alternative
“pair GWI + a survey/qual tool like Attest”GPT-5.4 mini · Paraphrase question · alternative
What gives them pause
“generally positive in comparisons but inherit survey/panel flaws”Grok 4.20 · Negative question · warning
Also on the shortlist
The products named in the same answers as Attest, over the 30 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 22 | 5 | View → | |
| 17 | 0 | View → | |
| 15 | 1 | View → | |
| 13 | 1 | View → | |
| 12 | 2 | View → | |
| 11 | 0 | View → | |
| 10 | 1 | View → | |
| 10 | 1 | View → | |
| 8 | 4 | View → | |
| 8 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 29 of the 30 answers that named Attest and are not a share of its labels.
Domains cited
Ninety-nine of the ninety-nine domain citations in answers naming Attest came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | 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.