Research Insight: ASIC shipments projected to overtake GPU by 2027 as AI reshapes memory

The fundamental shift in AI server memory architecture is reshaping the semiconductor ecosystem. ASICs, with their tailored performance, are poised to overtake GPUs in AI training by 2027, driven by increasing demand for efficiency and bandwidth. This transition will accelerate upstream developments in memory technologies, especially NAND and HBM, as system architects seek higher throughput. From a compliance standpoint, geopolitical tensions between the U.S. and China are heightening supply chain vulnerabilities, forcing companies to restructure operations and reduce reliance on foreign fabrication. Competitors like NVIDIA may pivot toward hybrid or ASIC-based solutions, while foundries in Taiwan, China and Hong Kong, China will face intense pressure to scale and innovate. Within the next 12–24 months, this shift will trigger a structural realignment in the memory market, establishing a new compute-centric ecosystem where ASICs dominate performance and efficiency.