
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. Zeda.io records 0 monthly visits with -100% growth and Paid pricing.

Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | zeda.io |
| Pricing Model | Paid | Paid |
| Monthly Visits | 18.7M (18,697,671) | 0 (0) |
| MoM Traffic Delta | -352.04K (-1.8%) |
| -1.45K (-100%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🌐 Global (—) |
|---|
| Direct Visits / mo | 12.98M | 0 |
|---|
| User Rating | 4.6 | 3.9 |
|---|
| Supported Platforms | Website | Website |
|---|
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.

Voice of Customer-led product discovery that turns feedback into revenue-weighted product insights
Gathers feedback from Slack, Intercom and other support chats, call transcripts, CSV imports, public reviews, in-app widgets, customer portals, Chrome capture and CRM data into one dashboard.
Groups feedback into product areas and insight categories like complaints, requests, opportunities and lost deals, generates AI insight reports and surfaces trend and sentiment analysis.
Ties each insight and feature to revenue impact and customer accounts so roadmap decisions are justified by business outcome rather than by the loudest request.
Builds roadmaps from pre-built templates with custom views, OKRs, impact mapping and prioritization models, kept private or shared publicly to close the loop with customers.

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
#2
Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.


Free / Open-sourceAI feedback capture that ties customer requests to revenue


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.


Free / Open-sourceAgentic product management system for customer-driven roadmaps


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


SpecialistAI-native customer intelligence platform that turns every customer conversation into context

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


Free / Open-sourceMine a million real user complaints for validated startup ideas

SpecialistAI-led customer interviews and research insights at scale
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
Free / Open-sourceAI feedback capture that ties customer requests to revenue
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.
Free / Open-sourceAgentic product management system for customer-driven roadmaps
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistAI-native customer intelligence platform that turns every customer conversation into context
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceMine a million real user complaints for validated startup ideas
SpecialistAI-led customer interviews and research insights at scale