Abstract: From constructing taxonomies to implementing metadata standards, librarians’ expertise ensures information systems are both efficient and user-centric. These same principles are applied to KM systems, enabling the integration of AI models that enhance data discovery, analysis, and utilization. At KMWorld 2025, Dawn Brushammar, KM consultant, advisor and evangelist, Dawn Brushammar