SupplyLogic

Apparel and footwear retailers today face a critical strategic choice: continue refining traditional AI and machine learning applications that have driven incremental improvements over the past decade, or make the leap to generative AI systems that promise to fundamentally transform how decisions are made across merchandising, assortment planning, and supply chain management. This is not a simple technology upgrade decision—it represents a choice between evolutionary optimization and revolutionary capability expansion. Understanding the differences, trade-offs, and appropriate use cases for each approach is essential for merchandising leaders, inventory planners, and technology executives who must allocate limited resources and manage organizational change in an already complex operational environment. The distinction between traditional AI and Generative AI in Apparel Retail is more than technical semantics. Traditional AI, including predictive analytics, classification models, and o...