AI tools are transforming how education organizations analyze data, but responsible adoption requires rigor, human oversight, and privacy safeguards. Drawing on 20 years of applied analytics experience, this interactive session offers a practical framework for deciding where AI genuinely strengthens research and evaluation workflows and where it introduces risk. Attendees will apply the framework to real-world scenarios in small groups.