Elite Human Data from Asian Subject-matter Experts
Source, vet, and manage top domain experts -
deeply native in regional context
Pre-vetted experts
Match rate
Advanced degrees
Our talent comes from






























(*) EveryMatch is not affiliated with, endorsed by, or associated with these companies.
"Accelerating AI excellence through
elite human intelligence"
Our Services
Talent Connection
Integrate Asian specialized GenAI annotators and evaluators into your teams. Our rigorous vetting process ensures you get access to only the top 3% of talent in the region.


Full-Service Annotation
End-to-end human data generation with built-in quality assurance. Our managed teams handle everything from data collection to annotation, evaluation, and quality control.
Integrate top talent in days
From first contact to operational setup in under 7 days — we make talent integration simple and efficient for your AI development.
Briefing
Tell us your human data hiring requirements and project goals. We'll analyze your needs and create a tailored plan.

View Profiles
We use AI to vet thousands of subject matter experts each month and present you with pre-screened candidates.

Selection
We choose the top 3% of talent based on your specific requirements and our rigorous vetting process.

Setup
We set up human data operations for high quality data delivery, including workflows, QA processes, and reporting.

Briefing
Tell us your human data hiring requirements and project goals. We'll analyze your needs and create a tailored plan.

View Profiles
We use AI to vet thousands of subject matter experts each month and present you with pre-screened candidates.

Selection
We choose the top 3% of talent based on your specific requirements and our rigorous vetting process.

Setup
We set up human data operations for high quality data delivery, including workflows, QA processes, and reporting.

Elevate your GenAI models with our unique advantages
Specialized expertise
Access to STEM PhDs, engineers, and industry professionals with deep domain knowledge.
Quality control
Multi-layered verification with cross-checks and expert reviews ensures high-quality data.
Multilingual
Native Asian language support at competitive rates for truly global AI models.
Scalable teams
Flexible team sizing and rapid deployment to scale resources based on project needs.
Access full data ownership and scalable GenAI teams
Partner with us to unlock elite human intelligence.
Expert support for all your AI data needs
Our specialized talent network provides the human intelligence your AI models need to reach their full potential.
STEM PhDs and researchers
Science and technology experts for precise annotations
Software engineers
Developers with expertise for code and complex tasks
Domain specialists
MDs, JDs, and PhDs trained in specialized workflows
Multilingual experts
Native speakers across Asian languages for global AI
How we select the top 3% of subject matter experts
Our rigorous vetting process ensures you get access to only the most qualified talent in the region.
AI-Powered Screening
Our proprietary AI system screens thousands of candidates monthly, analyzing credentials, experience, and skills.
Expert Verification
Domain specialists verify technical skills and subject matter expertise through rigorous assessment protocols.
Quality Assurance
Multi-layered verification with cross-checks and expert reviews ensures only the highest quality talent.
Continuous Evaluation
Ongoing performance monitoring and feedback loops maintain excellence across all projects.
Frequently asked questions
Ready to elevate your GenAI models?
Partner with us to unlock elite human intelligence for your AI development.
Access to 15,000+ pre-vetted domain experts
Specialized talent for your specific AI needs
Operational setup in under 7 days
Full data ownership and quality guarantees