
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. Runopt records 0 monthly visits with 0% growth and Contact for Pricing pricing.
AI zoning maps and feasibility analysis for land development
| Dimension / Metric | ||
|---|---|---|
| Official Domain | prolific.com | runopt.co |
| Pricing Model | Paid | Contact for Pricing |
| Monthly Visits | 18.7M (18,697,671) | 0 (0) |
| MoM Traffic Delta | -352.04K (-1.8%) | 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🌐 Global (—) |
| Direct Visits / mo | 12.98M | 0 |
| User Rating | 4.6 | 4.1 |
| 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.
AI zoning maps and feasibility analysis for land development
Interactive 3D zoning maps paired with logic-backed feasibility analysis let teams view zoning, terrain and utility constraints on a shared surface.
Score, compare and export multiple sites to evaluate potential quickly and make data-driven investment and planning decisions.
A shared platform for developers, utilities and regulators to align on power, connectivity and zoning requirements early, improving transparency.
Collects and analyzes published government planning information and benchmarks it against nearby municipalities to forecast future planning steps.

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-sourceAI property data, skip tracing and direct mail for real estate investors
Free / Open-sourceAI property data, skip tracing and direct mail for real estate investors

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.

All-in-one real estate wholesaling platform with free skip tracing and AI deal automation
All-in-one real estate wholesaling platform with free skip tracing and AI deal automation

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-sourceFree Airbnb analytics, STR revenue estimates and AI dynamic pricing
Free / Open-sourceFree Airbnb analytics, STR revenue estimates and AI dynamic pricing

Free / Open-sourceAI plan review and permitting software for cities and design teams
Free / Open-sourceAI plan review and permitting software for cities and design teams

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