On-Device AI Features Displace Commodity Hardware Refresh Cycles
Consumers and retailers across major East Asian and North American markets are increasingly specifying AI-enabled devices positioned against legacy commodity-hardware workflows, responding to demand for personalized, on-device intelligence that speeds task completion without maintaining separate cloud-dependent accessory device sets at scale. This shift has required brands to invest in on-device chip integration and AI-performance testing capability, a process that can take eight to fourteen months per product generation given required certification depth. Retail buying offices are increasingly treating AI capability as a competitive prerequisite for new product listings, accelerating the transition considerably across the industry.
Market Impact: Adds 11 percent AI-driven volume








