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# AI Compute Costs Fall, But Enterprise Bills Keep Rising
- URL: https://adjacent.media/signals/ai-compute-costs-fall-but-enterprise-bills-keep-rising/
- Published: 2026-05-25T10:04:13.000Z
- Updated: 2026-05-25T10:04:13.000Z
- Description: 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.
- Author: Jonathan Greene
- Tags: #signal, theme-commerce, pricing, monetization, ai-infrastructure-costs

Source: [Azeem Azhar, Exponential View](https://open.substack.com/pub/exponentialview/p/data-to-start-your-week-one-ai-task-many-bills)

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.