
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. SkillOps records 0 monthly visits with -100% growth and Contact for Pricing pricing.

Skills, workforce and work intelligence in one enterprise suite
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | skillops.ai |
| Pricing Model | Paid | Contact for Pricing |
| Monthly Visits | 18.7M (18,697,671) | 0 (0) |
| MoM Traffic Delta | -352.04K (-1.8%) | -1.55K (-100%) |
| 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.

Skills, workforce and work intelligence in one enterprise suite
Centralize skills, proficiency levels and availability across teams in an agile skill matrix that supports gap analysis and career pathing.
Forecast demand, optimize resource allocation in real time and build backup coverage for critical roles before projects slip.
Sprints, Kanban, task management, timesheets and time off sit alongside planning data, so delivery and staffing use one source of truth.
Orchestrate AI agents and digital workers with workflow automation, no-code micro apps and human-in-the-loop oversight.

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.
AI-native enterprise skills management and learning platform

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

SpecialistIntelligent employee communication platform for the frontline and beyond
SpecialistIntelligent employee communication platform for the frontline and beyond

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-sourceOne connected, AI-native platform for GRC, IT, projects and operations
Free / Open-sourceOne connected, AI-native platform for GRC, IT, projects and operations

SpecialistAI-powered workforce optimization for project staffing and skills management
SpecialistAI-powered workforce optimization for project staffing and skills management

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-sourceA no-code, cross-platform database you can shape into any app
Free / Open-sourceA no-code, cross-platform database you can shape into any app