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. From Seats To Spend: Why Enterprise AI Needs A Control Plane By Viktoria Semaan, Forbes Councils MemberSource: Forbes Innovation https://www.forbes.com/innovation/ Companies now need to determine how much each team will use, which models they'll choose and how much of that spending will generate value. Get AI news in your inbox Daily digest of what matters in AI.