Retail AI Governance for Responsible Scaling Across Merchandising and Operations
Retail leaders are moving from isolated AI pilots to enterprise-wide deployment across merchandising, inventory, pricing, service, and store operations. The challenge is no longer whether AI can create value, but how to scale it responsibly without introducing compliance, quality, security, and decision-risk. This article outlines a practical governance model for Enterprise AI in retail, with decision frameworks, operating principles, implementation roadmaps, and ERP-centered controls that help organizations scale AI-powered ERP capabilities with confidence.