The article examines whether GPUs will maintain their dominant position in artificial intelligence computing infrastructure. The report considers factors that could challenge GPU supremacy, including emerging specialized processors and evolving computational requirements in the AI sector. Semiconductor Engineering explores both the technical advantages GPUs currently hold and potential competitive threats to their market leadership.