
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. RNWY records 2,345 monthly visits with -30.7% growth and Free pricing.
Trust scores that show their math for AI agents and wallets
| Dimension / Metric | ||
|---|---|---|
| Official Domain | prolific.com | rnwy.com |
| Pricing Model | Paid | Free |
| Monthly Visits | 18.7M (18,697,671) | 2.35K (2,345) |
| MoM Traffic Delta | -352.04K (-1.8%) | -1.04K (-30.7%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🇺🇸 United States (88.1%) |
| Direct Visits / mo | 12.98M | 919 |
| User Rating | 4.6 | 4 |
| 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.
Trust scores that show their math for AI agents and wallets
Every score comes with the number, its breakdown, the scoring formula and the raw source data, so anyone can audit where it came from.
Agents are indexed across multiple networks, including ERC-8004, with verified on-chain ownership shown alongside self-declared endpoints.
Mint a non-transferable identity that binds permanently to a wallet, making reputation verifiable on-chain without trusting RNWY itself.
Scanner views reveal Sybil operators, owner-funded reviews, pattern-matched clusters and the funding networks behind reviewer wallets.

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.

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.
Institution-grade crypto and equities intelligence, delivered through a chat-style AI analyst.

Identity, payments, and pay-per-use tools for AI agents

SpecialistAI-led customer interviews and research insights at scale
SpecialistAI-led customer interviews and research insights at scale

Decision infrastructure for governed enterprise AI agents
Decision infrastructure for governed enterprise AI agents
Score how well AI agents can find, read and use your site
Score how well AI agents can find, read and use your site