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AI Workflow Architecture for Retail Operational Consistency

Retail leaders need AI workflow architecture that improves operational consistency across stores, channels, teams, and suppliers without creating governance gaps or integration sprawl. This guide explains how to design a business-first retail AI architecture, where AI agents and copilots fit, how to govern workflows, what trade-offs matter, and how to build an implementation roadmap that supports measurable operational outcomes.