Enterprises chasing the “GPU scramble” now face a harsh reality: enterprise average utilization is stuck near 5%, leaving GPUs as depreciating, idle CapEx. Gartner projects $401B in new AI infrastructure spending, but a shift is underway toward inference-first economics, tighter TCO, and governance that trusts the data powering agentic systems.
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