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
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.
Create
Develop original problems, solutions, and explanations that test advanced legal reasoning.
Review
Check work from other experts for correctness, rigor, and clarity — and strengthen it where needed.
Evaluate & improve
Analyze model responses, diagnose reasoning errors, and provide feedback that helps teams improve performance.
Getting started
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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
Write clear, high-quality, field-specific multiple-choice questions and answers
Design one unambiguous, defensible correct answer with genuinely plausible distractors
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
Do work that actually matters
Your legal expertise directly shapes how AI models reason about legal knowledge — not busywork that gets thrown away.
No AI experience required
What matters is deep expertise in law. We'll never ask you to learn a new field to qualify.
Get paid for your expertise, not your hours
Total flexibility
This is remote and flexible work — hours depend on the assignment, not a fixed weekly minimum.
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.
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.
