Cloud Giants Tighten GPU Financing as Infrastructure Costs Reshape AI Startup Economics

Cloud providers are reshaping how AI startups finance computing infrastructure, demanding substantially larger upfront prepayments and imposing stricter creditworthiness requirements that favor established companies over newer entrants. Compute vendors are now requiring 30% to 40% prepayments on contracts that stretch one to three years—a structural shift from flexible, usage-based cloud consumption to fixed capacity commitments that can strain startups before they achieve product-market fit. Lenders, meanwhile, are becoming more cautious about financing GPU capacity for less-proven customers, citing the mismatch between hardware depreciation cycles and typical financing terms.