Lily Bi, president and CEO of AACSB International, told Poets&Quants that accreditation alone won't shield business schools from rapid disruption as AI reshapes work and demographic shifts squeeze traditional enrollment pipelines. Bi urged schools to broaden their approach to quality assurance and to treat accreditation standards as a guide for innovation rather than a gatekeeping device. She highlighted three pressures: fast-moving AI adoption that demands new curricula and lifelong learning models, demographic declines affecting undergraduate pipelines, and growing demand for mid-career and industry-driven credentialing. AACSB plans to reposition standards to help schools serve diverse student populations and integrate lifelong learning into program design. Deans and trustees should expect accreditation bodies to push for outcomes-focused metrics and partnerships with employers, shifting strategic priorities from traditional two-year MBAs to modular, career-embedded education.