Companies start rationing AI usage as small tasks drain budgets

Companies are moving from broad AI access toward tighter budget controls as employees use paid AI tools for many small tasks. The article frames the shift as the end of a short “tokenmaxxing” phase and the start of token rationing.

The issue is not whether AI tools are useful, but whether their usage is aligned with business value. A large number of low-value prompts can still create meaningful costs at company scale.

Expect more enterprises to add quotas, approvals, routing rules, and monitoring as AI spending becomes a normal line item rather than an experiment.