The H100's Grip Loosens: Alternative GPUs and Neo-Clouds Disrupt GPU Economics

The Nvidia H100 has anchored AI infrastructure spending, but its opaque and fragmented pricing across providers is creating genuine cost optimization opportunities. Specialized GPU clouds and alternative chips like the H200 now offer compelling price-to-performance advantages—often 50-75% cheaper than hyperscalers—forcing teams to fundamentally reconsider vendor defaults and adopt a more nuanced GPU infrastructure strategy.