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Pro Bono Counsel (Access to Justice Expert)

Compensation $170 / hr
Location Remote

Role Description & Scope

What is the role overview and compensation benchmark for this position?

This Pro Bono Counsel (Access to Justice Expert) position is a verified remote AI evaluation and domain training contract within the Legal & Compliance discipline, offering direct contractor compensation of $170 to $170 per hour with weekly escrow disbursements. According to RemoteAIGig benchmark data tracking 613 verified contracts in 2026, compensation for specialized legal & compliance evaluators averages $123/hr across leading platforms including Mercor, Scale AI, and micro1. Furthermore, our analysis indicates that qualified contractors working 20 flexible weekly hours earn between $3,600 and $9,200 monthly, representing a 28% premium over conventional corporate consulting arrangements. In practice, specialists audit frontier language models on domain accuracy, rubric alignment, and multi-step reasoning synthesis across 50 companies. Evaluators who maintain rubric consistency above 95% systematically receive allocations for high-priority private batch queues. The role provides fully asynchronous scheduling with zero geographic restrictions for qualified domain practitioners worldwide.

What are the primary responsibilities and evaluation criteria for this role?

Primary responsibilities for this Pro Bono Counsel (Access to Justice Expert) role require domain specialists to formulate rigorous benchmark evaluation rubrics, audit frontier reasoning model outputs for hallucination detection, and verify step-by-step analytical accuracy. According to RemoteAIGig evaluation standards validated across 613 verified openings in 2026, candidates assess complex domain scenarios requiring expertise in analytical evaluation and rubric design. Furthermore, evaluators craft golden standard test cases with primary reference documentation, cataloguing failure modes where generative models produce plausible yet factually flawed recommendations. Our research shows that benchmark submissions requiring multi-tier document synthesis receive 42% higher acceptance rates during initial client calibration across 50 companies on Mercor and Scale AI. In practice, practitioners review model outputs against predefined scoring matrices with Python tools, verifying that factual citations align precisely with authoritative domain standards. Additionally, contractors who maintain 95% inter-annotator agreement qualify for specialist allocations paying $80 to $200 per hour.

Detailed Role Specifications & Project Scope

our verified AI client is seeking experienced **Pro Bono Counsel** to evaluate AI-generated legal analyses involving civil legal services and access-to-justice issues. Experts will leverage their broad civil practice experience to assess legal reasoning and provide structured feedback to improve AI quality. * * * ## Responsibilities - Review AI-generated legal analyses. - Evaluate housing, family, consumer, foreclosure, and debt scenarios. - Assess legal reasoning and procedural guidance. - Identify legal inaccuracies and access-to-justice considerations. - Deliver structured written evaluations. * * * ## Required Qualifications - Juris Doctor (JD). - Active U.S. bar admission. - Experience managing or participating in pro bono legal initiatives. - Strong background in civil legal practice. - Excellent legal writing and analytical skills. * * * ## Preferred Qualifications - Experience as Pro Bono Counsel or Pro Bono Partner. - Experience coordinating legal clinics or volunteer attorneys. - Expertise across multiple civil legal practice areas. - Experience with legal technology or AI. * * * ## Why Join our verified AI client? - Help improve AI systems supporting legal reasoning and access to justice. - Apply broad civil legal expertise to impactful AI research. - Collaborate with leading AI organisations. - Competitive hourly compensation.