Retailers often face difficulties keeping product categories consistent and relevant. An AI system was introduced to automatically detect and fix overlapping (e.g., overlapping color options like “ivory” and “cream”), outdated, or missing labels across the catalog. It continuously adapts to new product types and user behavior, making online navigation easier and more accurate.