Rising cloud token prices drive AI workloads toward local hardware. HP leverages this shift by selling premium PCs with high-spec NPUs to capture better margins. This strategy moves the financial burden from monthly subscriptions to upfront hardware costs. Practitioners must now weigh the long-term ROI of expensive local silicon against recurring API expenses.