Enterprise CIOs report unpredictable costs from usage-based AI token billing

According to CIO.com, enterprise CIOs describe a breakdown in traditional per-seat software pricing models when deploying production AI systems, as usage-based token billing creates variable costs that resist annual budgeting and expose organizations to cost overruns. The shift from deterministic licensing to consumption-based infrastructure pricing creates financial planning challenges for enterprise deployments at scale.