AI Cost Management & Enterprise Rationing

AI pricing evidence points to persistent customer demand for predictable bills: one survey reports pricing pressure at 45% of firms but seat loss at only 7%, while HubSpot’s credit packs, spend caps, seat-to-credit swaps, and usage limits make controls part of the product. Microsoft Copilot Credits and other hybrid models reinforce the need for metering, quotas, attribution, and budget governance as agent consumption expands; survey results remain methodology-sensitive.