A merchandising team has to commit to fabrics, volumes and price points months before a garment reaches a store. Last season's sales help with core items. They say little about a silhouette that has never existed. When the bet is wrong, the bill arrives as excess stock and early markdowns. External trend data is meant to close that gap. Gartner expects 70% of large organizations to adopt AI-based forecasting by 2030. The firm also ties slow uptake to gaps in data completeness

Manufacturers are racing to invest in artificial intelligence, ERP upgrades, business intelligence, advanced planning, and supply chain visibility. Yet technology alone will not create predictable, profitable growth. The competitive advantage comes from connecting these technologies with an effective Sales Inventory Operations Planning (SIOP) process that enables leaders to anticipate changing conditions, evaluate alternatives, and make better business decisions. Technology A

A biotech CEO in 2024 negotiates a cell-therapy manufacturing slot with a contract organisation booked eighteen months out. She doesn't own a single piece of the equipment her product will be made on, doesn't employ the operators who will handle it, and doesn't control the schedule that decides whether her patients get treated this year or next. None of that is unusual. It is simply what "having a supply chain" now means for most of the pharmaceutical industry. That arrangeme