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AI-Native Retail Infrastructure: The Operating Layer Retail AI Actually Needs

Retailers are adding AI to systems that were never designed for AI-native operations. This article explains why useful retail AI needs a data-first operating layer above the ERP, connecting enriched data, business logic, constraints, workflows, and execution feedback so AI can reason across the full decision process.