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Get paid to put your law 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 legal problems.

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How your law expertise shapes more reliable AI

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Frontier AI still struggles with problems that require deep legal 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.
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Create

Develop original problems, solutions, and explanations that test advanced legal reasoning.
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Review

Check work from other experts for correctness, rigor, and clarity — and strengthen it where needed.
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Evaluate & improve

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

Getting started

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Tell us your background and expertise. 

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

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Get matched

Once verified, browse projects that match your expertise and apply to the ones you want.
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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 legal expertise are we looking for?

Practicing Attorneys & JDs

Draw on practice experience in areas such as corporate, litigation, contracts, IP, or regulatory law. You may draft legal reasoning questions, evaluate case-based scenarios, or apply your practice-area judgment to review peer work.

Legal Academics & Researchers

Apply experience in legal scholarship, teaching, or research. You may write precise, well-reasoned legal questions, or identify subtle errors in a peer's reasoning.

Compliance & Regulatory Specialists

Use a background in regulatory or compliance work. You may review legal reasoning tasks for accuracy and consistency, or flag where a question's framing doesn't hold up.

What the work actually looks like

01

Write clear, high-quality, field-specific multiple-choice questions and answers

02

Design one unambiguous, defensible correct answer with genuinely plausible distractors

03

Review peers' questions for consistency and correctness across the dataset

Quality assurance across the dataset

A second track is quality assurance: reviewing peers' multiple-choice questions for consistency and correctness. Tasks shift over the life of a project, so the work stays varied.

Precision by design

Every question needs one unambiguous, defensible correct answer and distractors that are genuinely plausible — the kind of precision that separates a trick question from a real test of legal reasoning.

Expert judgment over shortcuts

Attention to detail matters: an imprecisely worded question can distort what a model actually learns.

Why Snorkel AI

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Do work that actually matters

Your legal expertise directly shapes how AI models reason about legal knowledge — not busywork that gets thrown away.
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No AI experience
required

What matters is deep expertise in law. We'll never ask you to learn a new field to qualify.
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Get paid for your expertise, not your hours

Pay is task-based, with rates varying by task complexity and experience.
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Total flexibility

This is remote and flexible work — hours depend on the assignment, not a fixed weekly minimum.
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Built for real expertise

We look for JDs and legal professionals with a graduate law degree and/or proven work experience in law or legal practice. Open to eligible U.S.-based contractors; residents of California are not currently eligible.
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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.

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