High-bandwidth memory shortages are inflating prices for consumer electronics and vehicles. Chipmakers now prioritize advanced silicon for AI training and operations over standard consumer hardware. This shift creates a supply crunch for everyday devices. Practitioners should expect higher hardware costs and delayed procurement cycles as AI infrastructure consumes available capacity.