# Attest: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/attest

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Audience and consumer insights platforms](https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/index.md) | 0% | 50 | 20% | 5 |

## What the models said for it

- "Useful when teams need to recruit target consumers quickly" (Perplexity Sonar, Audience insights)
- "pair GWI + a survey/qual tool like Attest" (GPT-5.4 mini, Audience insights)

## And against it

- "generally positive in comparisons but inherit survey/panel flaws" (Grok 4.20, Audience insights)

## 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Attest, from 29 of the 30 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 21
- guideflow.com: 13
- quid.com: 10
- rwazi.com: 10
- learn.g2.com: 9
- hellocustomer.com: 8
- pulsarplatform.com: 8
- britopian.com: 7
- listenlabs.com: 7
- meaningful.app: 6

### Pages cited

- https://guideflow.com/blog/consumer-insights-platforms: 10
- https://quid.com/knowledge-hub/resource-library/blog/the-top-platforms-for-market-trends-consumer-insights: 10
- https://rwazi.com/blog/consumer-insights-platforms-compared: 10
- https://g2.com/categories/consumer-insights-platforms/small-business: 8
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 8
- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf: 7
- https://g2.com/categories/consumer-insights-platforms: 6
- https://meaningful.app/blog/best-consumer-insight-platforms-small-teams-2026: 6

## What it publishes

Every page askattest.com exposes, read 2026-10-05: 1192 addresses. By kind, pages and the last 90 days:

- blog: 397 pages, 12 in the last 90 days, latest 2026-09-23
- case study: 66 pages, 0 in the last 90 days, latest 2026-03-10
- webinar or virtual event: 68 pages, 2 in the last 90 days, latest 2026-09-16
- conference or event: 71 pages, 1 in the last 90 days, latest 2026-08-21
- report or ebook: 182 pages, 5 in the last 90 days, latest 2026-09-17
- comparison: 23 pages, 0 in the last 90 days, latest 2026-06-02
- template or tool: 1 pages, 0 in the last 90 days, latest 2026-01-21
- glossary or explainer: 6 pages, 0 in the last 90 days, latest 2026-03-27
- podcast or video: 49 pages, 0 in the last 90 days, latest 2024-05-24
- Recent: 2026-09-23 blog: From idea to impact how brands use attest at every stage of ad campaign planning https://www.askattest.com/blog/articles/from-idea-to-impact-how-brands-use-attest-at-every-stage-of-ad-campaign-planning
- Recent: 2026-09-22 blog: How to write a market research brief https://www.askattest.com/blog/articles/how-to-write-a-market-research-brief
- Recent: 2026-09-22 blog: How to create surveys faster https://www.askattest.com/blog/articles/how-to-create-surveys-faster
- Recent: 2026-09-17 report or ebook: 6 ways advertisers can capitalize on second screening https://www.askattest.com/blog/research/6-ways-advertisers-can-capitalize-on-second-screening
- Recent: 2026-09-16 webinar or virtual event: The attention economy has moved has your budget https://www.askattest.com/webinars/the-attention-economy-has-moved-has-your-budget
- Recent: 2026-09-10 report or ebook: How to reach millennial audiences https://www.askattest.com/blog/research/how-to-reach-millennial-audiences

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.