Abstract: In today’s rapidly evolving business landscape, knowledge has become the ultimate competitive advantage. Yet a recent study by McKinsey reveals that 90% of organizational knowledge remains trapped in employee heads, inaccessible when most needed. This knowledge isolation costs companies an estimated $47 million annually in duplicated efforts, missed opportunities, and reinvented solutions.