Retail AI Governance Models for Enterprise-Scale Process Standardization
Retail enterprises are moving from isolated AI pilots to scaled operational deployment across merchandising, supply chain, store operations, finance, customer service and digital commerce. The challenge is no longer whether AI can automate work, but how to govern AI consistently across brands, regions, channels and partner ecosystems without slowing innovation. This article outlines practical retail AI governance models that support enterprise-scale process standardization, operational intelligence, workflow orchestration, AI agents, copilots, RAG, predictive analytics and intelligent document processing while maintaining security, compliance and measurable business outcomes.