Not every AI idea should become a project. A practical AI use case scorecard helps leaders assess whether an opportunity is valuable, feasible, governable and adoptable before committing time, budget and attention. This article explains how to evaluate AI use cases across problem clarity, business value, data readiness, process fit, people impact, risk and adoption.