From Seats To Spend: Why Enterprise AI Needs A Control Plane

Forbes Councils member Viktoria Semaan argues that enterprise AI adoption requires a control plane to manage usage, model selection, and spending, as companies shift from per-seat licensing to consumption-based AI costs. The piece emphasizes the need for organizations to track how much each team uses AI, which models they choose, and the value generated from that spending.