Higher education and K-12 operators are confronting governance gaps as AI tools move into admissions and classroom workflows. Reporting points to admissions offices being urged to justify AI use against institutional goals before deployment, alongside broader concerns about accountability and learning impacts from AI reliance. For institutions, the immediate pressure is operational: procurement, validation, and compliance needs to keep pace with adoption—particularly where AI decisions affect student access, outcomes, and equity.