AI Infrastructure Competition Expands Beyond NVIDIA

Competition spans custom cloud silicon, heterogeneous runtimes, robotics, specialized serving, edge inference, GPU scheduling, multi-tenant platforms, sandboxes, and AI-oriented databases. NVIDIA, Microsoft, Axelera, CedarDB, and semiconductor-design startups strengthen the deployment-stack story, while licensing, portability, availability, performance, and economics need validation.