AACSB CEO Lily Bi said accreditation must evolve as artificial intelligence, demographic declines and shifting employer demands reshape business education. Bi told Poets&Quants the accreditor is repositioning standards as a broader guide for quality that supports lifelong learning, international expansion and midcareer management training, not just elite credentialing. At the same time, the architects of MBA rankings are retiring after decades of influence, prompting critiques that ranking methodologies now distort incentives, over‑weight salary outcomes, and misrepresent student value. Academics argue this moment is an opportunity to rethink what rankings should measure and how they shape program strategy. Together, the comments signal a sector pivot: schools must reconcile accreditation, curricular renewal for AI‑native skills, and evolving measures of outcome value or risk strategic obsolescence.