
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Prolific records 18,697,671 monthly visits with -1.8% month-over-month growth and Paid pricing. Web Clipper records 0 monthly visits with — growth and Contact for Pricing pricing.

Capture competitor retail prices straight into Engage3 Lighthouse
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | chromewebstore.google.com |
| Pricing Model | Paid | Contact for Pricing |
| Monthly Visits | 18.7M (18,697,671) | 0 (0) |
| MoM Traffic Delta | -352.04K (-1.8%) | 0 (—) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🌐 Global (—) |
| Direct Visits / mo | 12.98M | 0 |
| User Rating | 4.6 | 4.2 |
| Supported Platforms | Website | Browser Extension |
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.

Capture competitor retail prices straight into Engage3 Lighthouse
Capture competitive pricing and product details from retailer websites directly in Chrome while your team browses the market.
Collected items feed Engage3's product linking capability, which matches like products on attributes rather than brand names — important for private label, fresh and general merchandise.
Captured data flows into CIM's machine-learning analyses that turn raw comp prices into actionable pricing decisions.
Results surface through CIM's visualization tools so pricing teams can inspect competitor KVI lists, zoning strategies and comp shop performance.

Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.

SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work

Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.
Free / Open-sourceAgentic web scraper that turns any page into ready-to-use data
Free / Open-sourceAgentic web scraper that turns any page into ready-to-use data

SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models

SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.

SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.

Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.

Free / Open-sourceSave, analyze and generate social ads from Facebook, TikTok and Instagram in one workspace.
Free / Open-sourceSave, analyze and generate social ads from Facebook, TikTok and Instagram in one workspace.

Free / Open-sourceGame-theory AI repricing that protects your margin while it wins the Buy Box
Free / Open-sourceGame-theory AI repricing that protects your margin while it wins the Buy Box

SpecialistAI-led customer interviews and research insights at scale
SpecialistAI-led customer interviews and research insights at scale
Free / Open-sourceCompetitor intelligence for e-commerce teams, powered by product-level sales data
Free / Open-sourceCompetitor intelligence for e-commerce teams, powered by product-level sales data