AI infrastructure choices will diverge in 2027 based on adoption speed, model strategy and risk constraints. This session presents five planning scenarios that change compute, data, network, security, and operations requirements. For each scenario, Heads of I&O will learn early signals, key decisions, and the first actions to reduce risk and avoid rework.