AI Token Costs Are Changing the Hardware vs. Software Debate

Enterprise software budgets are facing pressure as AI token scaling costs rise, leading some firms to reassess cloud spending. The article notes a potential shift from consumption-based cloud services toward localized on-premises hardware to better control costs. Overall, this signals cautious IT spend and could pressure cloud consumption volumes while supporting on-prem infrastructure demand.