Micro1 review · AI Training & Data Labeling
Lawyer — AI Legal Reasoning Evaluation (micro1)
What the work involves
micro1 is engaging experienced U.S.-licensed lawyers across a wide range of practice areas to help train advanced AI systems on legal reasoning, accuracy and judgment. This is an evaluative engagement: you assess and analyze legal work rather than provide legal advice or representation. You'll work through scenarios drawn from litigation, corporate transactions and regulatory or compliance matters, spotting the issues, risks and governing principles each one turns on, then review AI-generated analyses, arguments, contracts and other documents for accuracy, completeness and sound reasoning.
The value you add is professional judgment on genuinely ambiguous problems — weighing the relevant law, the facts and competing interpretations — and turning that into the clear, structured feedback that corrects the output. Contractor role, fully remote, US-based lawyers only. No prior AI experience is required — your domain knowledge is what matters.
What you'll do
- Analyze legal scenarios across litigation, corporate and regulatory matters to identify the key issues, risks and governing principles
- Review AI-generated legal analyses, arguments, contracts and documents for accuracy, completeness and sound reasoning
- Identify legal errors, unsupported conclusions, missing information and weaknesses in legal reasoning
- Apply professional judgment to ambiguous situations, weighing the law, the facts and competing interpretations
- Write clear, structured feedback and corrections that improve the reliability of the AI's legal output
Requirements & eligibility
- J.D. from a U.S. law school
- Active bar license in at least one U.S. state or the District of Columbia
- More than three years of substantive post-J.D. legal practice
- Strong legal reasoning, issue-spotting, legal writing and document review skills
- Excellent written English and attention to detail; able to work independently as a remote contractor
- Remote, US-based only
How to apply
Applications go directly to micro1. Read their terms before you sign up — and if anything feels off, run the scam check below first.
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