1. The Circular Investment Problem and the Revenue Gap
A defining feature of the current cycle is the prevalence of circular AI investment structures:
While these structures signal confidence, they inflate headline demand without guaranteeing near-term revenue.
Key Observations
Only 10–25% of today’s announced AI infrastructure “commitments” are likely to be recognized as revenue by the end of 2026.
A majority of the capital is explicitly scheduled to land beyond 2028, reflecting data-center build times of 20–36 months.
Many widely cited figures represent letters of intent (LOIs), framework agreements, or “up to” commitments, not non-cancellable purchase obligations.
Investor Implication
Near-term earnings risk in AI Cloud is not a demand mirage, but a timing mismatch between financial markets and physical, regulatory, and organizational realities. The market will increasingly differentiate between:
Hard revenue: non-cancellable POs, minimum cloud consumption, live production workloads.
Soft signals: aspirational capacity plans, contingent financing, and long-dated sovereign projects.