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Manufacturing Enterprises Building AI Decision Intelligence for Resilient Workflow Execution

Manufacturing leaders are moving beyond isolated automation toward AI decision intelligence that improves workflow resilience across planning, production, quality, supply chain, service, and finance. This article outlines the business case, operating model, architecture choices, implementation roadmap, governance controls, and partner-led execution approach required to build resilient workflow execution at enterprise scale.