Index › GTM › Products › Prolific · November 2026 Edition
2 categories · Named, not ranked

Prolific

Prolific is a paid panel service for researchers who need participants for surveys and audience or customer feedback studies · prolific.com ↗

–Too few to rank
4/14Models named it
0First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inCustomer feedback and surveys #29 mid-marketAudience and consumer insights platforms #180
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Prolific has 3.

Why models recommend it

“research suggests looking at Prolific or CloudResearch”GLM 4.7 FlashX · Negative question · first choice

What gives them pause

“can produce shallow or biased results when respondents are frequent survey-takers”Perplexity Sonar · Negative question · warning

Also on the shortlist

The products named in the same answers as Prolific, over the 4 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Prolific's own site, not checked by Gane.

For
AI developers, researchers, and organizations
Price stated
Platform: You pay a participant reward that you set, plus a platform fee. Managed services: Pricing is customized based on your project scope and requirements.
Free plan or trial
Sign up for free
Customers named
Ai2, The Collective Intelligence Project, Maze, Gorilla
Visit prolific.com ↗

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

The sites and pages the answers that named Prolific came back with. A fact about retrieval, not a cause of the answer.

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 4 of the 4 answers that named Prolific and are not a share of its labels.

Domains cited

g2.com3
reddit.com3
britopian.com2
gane.ai/indexpublisher (Gane)2
surveysensum.com2
airfocus.com1
arxiv.org1
bbb.org1
behaviolabs.com1
bejoyous.ai1

Fifteen of the seventeen domain citations in answers naming Prolific came from a third party's page. Two were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Prolific across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00101
Perplexity Sonar00011
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX10001
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000

What it publishes

Addresses on prolific.com
1,367
subdomains included
Content
391
counted in the table below
Documentation
192
Product · Integration
1 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog332undated
Comparison25undated
Webinar or virtual event9undated
Conference or event8undated
Glossary or explainer8undated
Case study3undated
Report or ebook3undated
Template or tool2undated
News or press102026-04-29
How it is countedHide how it is counted

Every page prolific.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 September 29, 2026.