Leading experts enabling breakthrough AI capabilities
Specialists who've shipped production systems, led complex projects, and made high-stakes decisions in finance and law—now contributing expert judgment to train frontier AI models that advance human capabilities.
Join our expert networkSoftware Engineering:
Backend architects, frontend specialists, and full-stack engineers training AI for code generation and technical reasoning
Project Leadership:
Engineering managers and technical directors advancing AI understanding of system design and project execution
Finance Professionals:
Quantitative analysts, risk specialists, and financial experts enabling next-generation AI for market analysis and modeling
Legal Specialists:
Contract attorneys and regulatory experts advancing AI reasoning in legal interpretation and compliance
PhD Researchers:
Domain specialists across sciences, engineering, and humanities contributing rigorous methodologies to frontier AI research
Custom Domain Experts:
Specialized professionals across emerging AI applications requiring deep domain knowledge and real-world judgment
Elite expertise meets frontier AI development
A global network of specialists contributing verified intelligence to advance AI capabilities across critical domains. Real-world expertise that pushes models beyond pattern recognition toward genuine understanding.
Engineering
- • Senior Engineers• AWS Solutions Architects• Tech Lead Veterans• Open Source Contributors
Finance
- • Analysts• Hedge Fund Quants• CFA Charterholders• Risk Management Experts
Legal
- • BigLaw Attorneys• Compliance Officers• Regulatory Advisors• Contract Specialists
Research
- • PhD Researchers• Published Scientists• Academic Faculty• Industry Researchers
expert domains covered
expert hours across training and evaluation workflows
specialists in network
precision on audited production datasets
Help advance the next generation of AI
We're seeking exceptional specialists to contribute verified intelligence to frontier AI systems. Your expertise in engineering, finance, law, or research directly advances AI capabilities in critical domains.