The core risk is not whether Microsoft has AI demand; it is whether it converts scarce capacity, trusted workflow control, and
Copilot usage into durable, high-return revenue before seat pressure, open protocols, or prolonged
capex intensity compress the payoff. Near term, the key proof points are capacity relief,
Azure revenue conversion, and whether software attach broadens beyond early adopters.