The expert,
not the crowd.
The bench you draw on when "anyone can label this" stops being true — a vetted, NDA-bound network of domain professionals who do this work for a living.
412K
Expert pool
36K+
FTE Firstsourcers
150+
Languages
119+
Countries
1 week
To onboard 1,000+ raters
The expert network
The right expert for the work
When stakes are high, crowd workers approximating expertise won't work. You would want true domain specialists in the room. People who have shipped products, won cases, published breakthroughs, and made decisions under fire. Every project is staffed against the qualifications the data requires, and re-staffed when the work changes.
Clinicians and life science researchers
Practicing MDs across specialties, RNs, allied health, biomedical researchers, and regulatory specialists.
Engineers and ML researchers
Senior software engineers, ML scientists, systems and hardware specialists, and security engineers.
Legal and policy experts
Qualified attorneys and policy specialists across US, UK, EU, APAC and emerging-market jurisdictions.
Linguists and native speakers
Native speakers in 150+ languages with linguistic training for transcription, evaluation and cultural review.
And the full depth of the bench
Mathematicians & Scientists
Finance & Accounting
Creatives & Editorial
Domain Generalists · 250,000+ calibrated crowd
Board-Certified Physicians
Practicing Surgeons
Frontier Research Scientists
Ivy League Researchers
Math Olympiad Champions
Chartered Financial Analysts
Veteran Trial Attorneys
Mathematicians & Scientists
Senior Policy Fellows
Senior Strategy Partners
Space Engineers
Top Defense Operators
Decorated Military Officers
Doctoral Linguists
Tenured Historians
Award-Winning Journalists
Bestselling Authors
Platinum Recording Artists
Professional Voice Actors
Olympic-Caliber Athletes
AI Experts