AI Cost Management & Enterprise Rationing

Variable AI workloads continue exposing the mismatch between subscription procurement and actual consumption. Enterprise teams are routing tasks across premium, cheaper, and open-weight models, while pricing pilots can obscure production economics; founders need workflow-level metering, model flexibility, budget controls, and gross-margin visibility before scaling.