This workflow automates the high-stakes, repetitive bottleneck of seasonal merchandising planning. It ingests historical POS data, inventory positions, and external trend signals to forecast demand and generate a data-backed seasonal assortment. The operational upside comes from compressing planning cycles from months to weeks, reducing overstock risk, and improving initial buy accuracy. Implementation requires integrating with ERP (e.g., SAP), planning systems, and a Product Information Management (PIM) platform, with orchestration logic built on frameworks like LangGraph to manage multi-agent curation.




