AACSB CEO Lily Bi told industry audiences that accreditation alone will not be sufficient as artificial intelligence, demographic shifts and new lifelong‑learning markets reshape management education. Accreditation bodies are repositioning standards to guide broader quality measures beyond traditional MBA metrics. The debate is occurring as two architects of business‑school rankings retire, prompting questions about whether rankings still capture the outcomes students value. Scholars and deans argue the methodologies—heavy on post‑MBA salaries—distort program incentives and may not reflect evolving employer demands for adaptable, AI‑fluency and lifelong learning. Schools face pressure to broaden program offers, embed AI‑native curricula and demonstrate value to nontraditional and mid‑career learners while reassessing how they signal quality to prospective students and corporate partners.