At SM ASSOCIATES, I design contract review checklists and fallback clause playbooks in Microsoft Word, and investigate corporate ownership structures, beneficial owners, M&A histories, and conflicts. I also test AI-assisted workflows for statutory mapping and contract analysis with human verification controls.
At MINDSPRIGHT LEGAL, I built due diligence matrices and verified transactional documents against primary legal and regulatory sources. My work spans corporate due diligence, legal operations, and legal AI evaluation.

