This workflow directly targets the working capital and operational risk inherent in hyper-personalized manufacturing. By ingesting the validated production schedule from the MES and digital twin, an AI orchestrator forecasts raw material drawdown with high granularity. It automates the generation of optimized purchase requisitions, factoring in dynamic supplier lead times, MOQs, and approved alternates from the ERP (e.g., SAP, Oracle). The business value is clear: it prevents costly line stoppages for custom orders while minimizing excess inventory carrying costs, protecting margin on low-volume runs.




