Demand for AI-specific processors has accelerated as enterprises increase investment in machine learning workloads and generative AI infrastructure. Shipment data highlights strong growth in GPUs, TPUs, and custom accelerators, largely driven by cloud service providers and large-scale data centers.
Industry statistics also show a shift toward energy-efficient architectures, as power consumption becomes a critical constraint. Survey data suggests that organizations are prioritizing performance-per-watt metrics alongside raw compute capability when selecting AI hardware platforms.
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