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Common Mistakes in Generative AI Procurement for Manufacturing Excellence

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Manufacturing procurement has evolved from a transactional function to a strategic imperative that directly impacts production timelines, inventory holding costs, and overall equipment effectiveness. Yet even as advanced manufacturing operations at companies like Siemens and Rockwell Automation embrace digital transformation, many organizations stumble when integrating artificial intelligence into their sourcing and supplier management workflows. The promise of reduced cycle times, predictive demand forecasting, and automated supplier evaluations can quickly dissolve into implementation delays, data silos, and user resistance when foundational missteps derail the initiative from day one. The root cause often lies not in the technology itself but in how procurement teams approach adoption. Generative AI Procurement represents a paradigm shift that requires rethinking workflows, data infrastructure, and cross-functional collaboration across supply chain optimization, production scheduli...