// ai-infrastructure-costs

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AI Compute Costs Fall, But Enterprise Bills Keep Rising

As token prices collapse, companies are deploying AI agents at scale rather than optimizing for efficiency—shifting the cost curve from per-unit computation to total volume consumption. This mirrors how cloud computing made per-cycle costs cheaper while enterprise cloud bills grew larger overall. Vendors and customers have opposing incentives: vendors benefit from volume growth; customers want cost control.