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AI Governance Models for Retail Organizations Scaling Data-Driven Operational Decisions

Retail organizations scaling AI across merchandising, supply chain, pricing, store operations and customer engagement need governance models that balance speed, accountability and risk control. This article outlines practical governance structures, decision rights, architecture implications, implementation roadmaps and executive recommendations for enterprise retail leaders and partner ecosystems.