Discovery mechanisms have changed again. Boards that once measured digital success through SEO dashboards now face a new reality: Large Language Models and AI assistants are the dominant decision interfaces. What defined visibility in the PageRank era no longer applies. This commentary traces the historical pattern of visibility revolutions and argues that without governance, auditability, and reproducible metrics such as PSOS™, global brands risk another Yahoo-scale collapse—this time within AI ecosystems.