GPU demand is surging, but infrastructure financiers must prove utilization and cash flow

Hyperscaler, neocloud, enterprise, and regional-provider demand is increasingly supported by GPU-backed loans, leasebacks, and capacity commitments. Recent coverage highlights $20,000–$30,000 GPU costs and lender scrutiny, shifting attention from order volume to productive utilization, recurring cash generation, and whether AI infrastructure returns justify the capital deployed.