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Retail leaders are moving beyond isolated automation toward cross-functional workflow intelligence that connects merchandising, supply chain, store operations, finance, customer service and digital commerce. This article outlines a business-first AI strategy, architecture choices, implementation roadmap, governance model and ROI framework for enterprise retail transformation.
Retail leaders are under pressure to make faster merchandising and procurement decisions without increasing inventory risk, margin erosion, or operational complexity. This article explains how AI-driven decision support helps enterprises improve assortment planning, demand sensing, supplier coordination, and execution governance through predictive analytics, AI copilots, workflow orchestration, and integrated enterprise data foundations.
