AI infrastructure competition shifts to full-stack systems

AI deployment bottlenecks increasingly extend beyond accelerators into networking, cooling, storage, commissioning and power management. Vertiv's lifecycle-services expansion and Nvidia's battery-storage qualification program reinforce the full-stack trend, while independent utilization and TCO evidence remains limited.