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H100 and H200 GPU Prices Falling as AI ROI Remains Unproven
May 28, 2026
H100 and H200 spot prices are declining, token-consumption growth strategies are losing steam, and ROI for most AI customers remains unclear. The argument is that GPU demand cannot stay elevated indefinitely without enterprise workloads generating measurable returns.
HOW THIS AFFECTS YOU
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founderWorth watching because falling GPU prices signal softening demand, which may compress valuations for infrastructure-layer startups and pressure application-layer companies to show concrete ROI faster.
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investorGPU price deflation combined with absent customer ROI is a leading indicator of a demand correction — worth stress-testing portfolio exposure to inference infrastructure plays.