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AI Governance Strategies for Retail Enterprises Modernizing Cross-Channel Workflows

Retail enterprises modernizing store, eCommerce, marketplace, service, procurement and finance workflows need more than AI pilots. They need governance that aligns business value, risk controls, data quality, model oversight and ERP execution. This article outlines a practical governance framework for cross-channel retail operations, including decision rights, architecture choices, implementation sequencing, ROI logic and the role of AI-powered ERP in responsible scale.