Lead discovery, design, and execution for AI transformation initiatives. Map workflows with subject matter experts, define AI solution briefs and QC frameworks, coordinate specialist engineering partners, evaluate outputs, manage shadow runs, and drive end-user adoption. Establish baseline metrics, acceptance criteria, and post-launch performance tracking while translating ambiguous business problems into production-ready AI products.