Industry Analysis
Qualcomm’s AI data center push signals a strategic leap from mobile SoC dominance to full-stack infrastructure. Technically, its proprietary HBC memory—if it delivers on cost and energy efficiency—could disrupt the HBM supply chain and erode NVIDIA’s co-design advantage. However, reliance on TSMC’s 3nm EUV exposes supply chain fragility amid U.S.-China tech decoupling. With early wins at Microsoft and Meta, NVIDIA will likely accelerate partial CUDA openness, while AMD and Intel may rally around ROCm/oneAPI as a unified alternative. Over the next 18 months, the AI chip race will pivot from raw performance to total cost of ownership (TCO). Qualcomm’s energy-efficient, software-hardware integrated approach may crack inference workloads, but NVIDIA’s training stronghold remains formidable.
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