
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. V7 Go records 116,919 monthly visits with -11.6% growth and Free Trial, Contact for Pricing pricing.

AI workflow platform for document-heavy back-office operations
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | v7labs.com |
| Pricing Model | Paid | Free Trial, Contact for Pricing |
| Monthly Visits | 18.7M (18,697,671) | 116.92K (116,919) |
| MoM Traffic Delta | -352.04K (-1.8%) | -15.35K (-11.6%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🇵🇭 Philippines (14.7%) |
| Direct Visits / mo | 12.98M | 62.74K |
| User Rating | 4.6 | 4.4 |
| 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.

AI workflow platform for document-heavy back-office operations
Turn written procedures into AI workflows that run the same process on every document, with human review gates where accuracy matters most.
Indexes entities across connected sources, syncs documents continuously, flags conflicts and respects source permissions to give agents durable, grounded context.
Financial, legal and commercial terms are extracted, reconciled and linked to the exact source page, so reviewers can verify every number in an output.
MCP connectors and 1,400+ integrations plus customisable, backend-deployed apps let workflows write results into your existing CRM, data room and document stores.

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
Build, share, and control AI agents that actually do the work
Build, 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.

AI agents that run document-heavy business processes end to end

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.

Enterprise AI agent platform for building and running business agents
Enterprise AI agent platform for building and running business agents

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