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AI Operational Governance for Manufacturing: Standardizing Automation Across Plants and Business Units

Manufacturers are scaling AI beyond pilots, but fragmented automation across plants, product lines and business units creates risk, cost and inconsistency. This article outlines a business-first governance model for standardizing AI operations, workflow orchestration, data controls, model lifecycle management and plant-level execution without slowing innovation.