[53] "The CUDA Moat is Gone"

Sovereign AI addresses the critical need for nations and enterprises to maintain control over their AI stacks, ensuring data residency and cultural alignment. David Bennett, founder of the Japanese startup ai&, highlights that true sovereignty requires owning the entire infrastructure, from data centers and hardware to post-trained models. By employing a heterogeneous hardware strategy that integrates NVIDIA, AMD, and Tenstorrent accelerators, the company optimizes performance for specific inference workloads. Although initially targeted at the Japanese market, the business currently derives 90% of its revenue from Western clients seeking stable, high-quality tokens. The rapid rise of agentic AI continues to drive massive token consumption, proving that demand for reliable compute infrastructure outpaces price deflation. Furthermore, the traditional CUDA moat is effectively diminishing as modern programming harnesses enable developers to transition seamlessly across diverse hardware architectures.