Cisco and Nvidia Push AI Factories Into Production Era

The AI infrastructure market is shifting from acquiring GPUs to building complete AI factories that generate tokens reliably at scale. Cisco and Nvidia are expanding their Secure AI Factory partnership to rack-scale systems, combining liquid-cooled compute, AI-optimized networking and unified operations. The full solution will be orderable through Cisco in September. The economic stakes are high, particularly for neoclouds that have customers lined up before GPUs even arrive. Time to first token is emerging as the defining infrastructure metric, with utilization, availability and tokens per watt now treated as direct business measurements rather than engineering benchmarks.