NVIDIA management addressed bear cases in a closed-door roadshow, asserting demand remains substantially stronger than supply and execution is on schedule, with AI infrastructure spending broadening beyond hyperscalers. Management suggested HBM memory shortages could persist for years, reinforcing that AI infrastructure remains supply-constrained rather than demand-constrained. The company also highlighted its full-stack ecosystem, including CUDA, networking, NVLink, and software, as a significant moat against custom ASIC competition.
AI infrastructure buildout continues to face multi-year HBM supply constraints, reinforcing NVIDIA's ecosystem moat against custom ASIC competition.