Founder & Group General Counsel | PT Write Life Group — Directed Verum Intelligence (AI-powered legal research) quality standards and evaluation criteria (2025 – Present)
Led domain-expert evaluation of AI legal research outputs to establish legal content quality standards and evaluation criteria. Assessed accuracy and compliance of legal reasoning across common law, civil law, and GCC frameworks. Ensured outputs were appropriate for multi-jurisdictional use cases by checking for ambiguity and jurisdictional misapplication.• Evaluated AI-generated legal research content for reasoning quality.• Reviewed documentation structures and legal drafting accuracy for consistency.• Checked jurisdictional applicability against GCC/APAC/EMEA contexts.• Advised on quality rubric criteria for AI legal evaluation.