Join our expert community

Get paid to put your finance expertise to work on frontier AI

Apply your expertise to challenging projects that help train and evaluate advanced AI systems. Get matched with flexible, paid opportunities where your work directly improves how AI understands and solves complex, real-world financial problems.

Apply

Get verified

Match with tasks

Start earning

Apply to join

How your finance expertise shapes more reliable AI

Apply to join
Frontier AI still struggles with problems that require deep financial reasoning. Your expertise helps AI teams identify where models fail, create better training data, and measure whether new models are actually improving. Work alongside other experts on projects where rigor, accuracy, and sound judgment matter.
AI data dev services icon

Create

Develop original problems, solutions, and explanations that test advanced financial reasoning.
Clinical diagnostics icon

Review

Check work from other experts for correctness, rigor, and clarity — and strengthen it where needed.
A PhD-level benchmark for frontier LLMs icon

Evaluate & improve

Analyze model responses, diagnose reasoning errors, and provide feedback that helps teams improve performance.

Getting started

Apply to join
01

Apply

Tell us your background and expertise. 

02

Get verified

We confirm your identity and credentials via a background check. This is what makes companies trust every expert in our community.

03

Get matched

Once verified, browse projects that match your expertise and apply to the ones you want.
04

Get paid

Every task shows its pay upfront. No hourly guesswork.
Best done on desktop. Most experts are fully verified within about a few days.

What kinds of finance expertise are we looking for?

International Finance

Bring expertise in areas such as cross-border capital flows, exchange rates, and global financial policy. You may develop or evaluate questions that test reasoning across interconnected financial systems.

Financial Statement Analysis

Apply skill in reading and interpreting balance sheets, income statements, and cash flow statements. You may translate raw financial data into sound analytical conclusions, or review a peer's analysis for accuracy.

Financial Markets & Institutions

Draw on knowledge of how markets, banks, and financial institutions actually function. You may develop questions grounded in real market mechanics, or evaluate whether a peer's reasoning holds up against institutional structure.

What the work actually
looks like

01

Write field-specific multiple-choice questions and answers grounded in real financial reasoning.

02

Design one clear, defensible correct answer for each question.

03

Review peer contributors' questions for accuracy and clarity.

Cohort-based collaboration

Contributors work within a cohort, with live learning sessions and shared incentives tied to project milestones over the life of a roughly three-month project.

Precision by design

Every question needs one clear, defensible correct answer grounded in real financial reasoning — not a trivia fact, but a problem that requires actually working through the finance.

Expert judgment over shortcuts

That precision is what makes a question useful for training a model, rather than just filling out a dataset.

Why Snorkel AI

spot icon

Do work that actually matters

Your financial expertise directly shapes how AI models reason about finance — not busywork that gets thrown away.
RL Training Eval icon

No AI experience
required

What matters is deep expertise in finance. We'll never ask you to learn a new field to qualify.
Credit decisioning icon

Get paid for your expertise, not your hours

Pay is task-based, with rates varying by task complexity and experience.
Icon Flexibility

Total flexibility

This is remote and flexible work — hours depend on the assignment, not a fixed weekly minimum.
icon badge

Built for real expertise

We look for a completed Master's or Doctorate-level degree in a finance-related topic. Open to eligible U.S.-based contractors; residents of California are not currently eligible.
thankyou icon

A vetted community, and your choice, always

We verify every expert's identity and credentials for real, and participation in any project is entirely voluntary.
Illution Back
Illution Front

Ready to apply?

Get paid to bring your expertise to the future of AI.
Apply to join