Finance Experts

Finance moves trillions of dollars a day, and its hardest problems aren't mathematical. They're human: judging risk under uncertainty and reading behavior in markets that keep shifting. AI can process huge amounts of financial data, but it has trouble telling which risks actually matter, and it breaks down when past patterns stop holding. Our finance experts are working to close that gap.

Our Finance Experts Work At

How Our Finance Experts Help Advance AI

Develop Frontier Problem Sets

Create challenging finance problems that today's leading AI models can't yet solve.

Evaluate Model Performance

Check AI outputs for accuracy and correct them to industry standards.

Annotate Finance Data

Label and structure training data with expert-level finance knowledge.

Assess Risk and Safety

Stress-test models to find failures, edge cases, and safety risks before users do.

For AI Companies

Building AI that needs finance expertise? Connect with us to access our community of experts.

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For Finance Professionals

Put your finance expertise to work training frontier AI models.

Become an Expert

Applications are reviewed within 48 hours.