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Our Experts

Our Expert Network

The judgment of credentialed domain specialists runs through everything we produce, from the first diagnosis to the final training report. Here is how that network is built, vetted, and matched to the work.

<5%
Acceptance rate
13,000+
Specialized Experts
40+
PhD disciplines
270+
University Recruitment Channels
Who Is in the Pool

What Qualifies an Expert

01

Advanced degrees

PhD and master's researchers across 40+ disciplines, recruited through 270+ university channels worldwide.

02

Industry seniority

Principal and senior engineers with production experience measured in years, not projects.

03

Licensed practice

Attorneys and other credentialed practitioners for domains where a license is the bar.

04

Multilingual expertise

Computational linguists working across languages, for data that has to hold up beyond English.

Quality Control

Credential-Based Vetting

01
Identity Verification
Credential & background validation
100%
02
Skill Assessment
Domain-specific written test
40%
03
Dynamic Interview
Live technical panel review
15%
04
Final Selection
Only top ~5% make the pool
5%