
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.
Layerup records 2,824 monthly visits with -4% month-over-month growth and Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

Long-horizon AI agents that run insurance and financial services work end to end
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | uselayerup.com | prolific.com |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 2.82K (2,824) | 18.7M (18,697,671) |
| MoM Traffic Delta | -117 (-4%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇺🇸 United States (98.1%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 2.6K | 12.98M |
| User Rating | 4.2 | 4.6 |
| Supported Platforms | Website | Website |

Long-horizon AI agents that run insurance and financial services work end to end
Long-horizon agents that work uninterrupted for hours or days, reasoning through evidence and risk rather than just surfacing a recommendation.
Officially oriented around carriers, financial institutions, TPAs, and lenders, with coverage across 16 lines of business including auto, property, travel, life, health, commercial, workers' comp, cyber, and mortgage.
Strata lets users ask in plain English to pull reports, query the agent fleet, change how agents behave, and even build and ship a brand-new agent for a workflow.
Agents run across the tools your teams already use, with no rip-and-replace and no forced migration to a new system of record.
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.

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
Free / Open-sourceBuild, share, and control AI agents that actually do the work
Free / Open-sourceBuild, share, and control AI agents that actually do the work

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.

An agentic automation platform that turns manual enterprise processes into self-running workflows

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.
Vertical AI applications and agents built for retail, financial services, industrial, and enterprise IT
Vertical AI applications and agents built for retail, financial services, industrial, and enterprise IT

Free / Open-sourceAutonomous AI agents that run real business workflows end to end

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