Universities are converting AI from an elective into a core competency across graduate business programs. A Coursera‑style industry snapshot shows AI adoption on campus is near‑universal, with students and faculty increasingly demanding formal instruction and credentials. Employers surveyed prefer candidates with generative‑AI credentials, pushing schools to embed AI across accounting, finance, marketing and operations. Isenberg School of Management and similar programs are launching certificates and integrating AI tools across core MBA courses, pairing technical machine‑learning modules with ethics, governance and legal frameworks. School leaders say the move is both a response to employer demand and a risk‑management step—preparing graduates to use AI responsibly in high‑stakes settings. The shift raises governance questions: how to assess academic integrity, how to credential AI fluency, and how to ensure faculty capacity and infrastructure match curricular ambitions. Colleges face short lead times to retrain faculty and redesign assessments to reflect AI‑augmented work.