Companies Face AI Token Budget Crunch After Pushing Unlimited Usage

Executive Briefing

• Reveals companies encouraged heavy AI tool adoption, only to face unexpectedly high token consumption costs
• Shows tech workers now competing for limited compute resources as firms impose usage caps and budgets
• Indicates AI spending patterns are forcing organizations to rethink unlimited-access policies for employees
• Suggests a shift from AI adoption incentives to rationing models could slow workplace productivity gains