AI capex has moved from normal investment to an arms race: hyperscalers’ capex-to-revenue ratio rises from roughly 0.1 in 2021 to a forecast above 0.4 in 2026, far above the all-firm benchmark near 0.05, while related debt issuance jumps toward about $ 160B.
The payoff depends almost entirely on whether AI revenues arrive fast enough: at $ 3-4T of cumulative capex through 2030, the “AI delivers” case can still leave positive surplus, but the “AI disappoints” case turns sharply negative.
The historical warning is that AI investment has already climbed to more than 4x its pre-boom trough by year 3, steeper than dotcom and close to railway mania, and past infrastructure booms often reversed when returns failed to justify the buildout.