CMS IndusLaw - Associate
Trained a legal AI tool for a US-based investment fund by using practical experience to help it correctly identify key rights, obligations, and required action items within side letters to partnership agreements. This involved mapping legal concepts to actionable outputs generated from the AI tool. The work supported downstream agreement review that depended on the AI’s extraction and summarisation behaviour. • Used side-letter document content to structure training targets (rights, obligations, action items). • Produced AI-ready instructions and/or labeled examples to guide extraction. • Connected AI outputs to legal interpretation and contractual obligations.