AI math isn't mathing: infrastructure spending forecast to outstrip expected revenue

Gartner’s forecast suggests AI infrastructure spending will far outpace revenue generation through 2030, raising the risk of stranded assets, lower returns, and a market shakeout among AI cloud providers. For CIOs and technology leaders, this means AI investments should be governed more like portfolio bets than blanket mandates: prioritize use cases with measurable business value, avoid overcommitting to rapidly depreciating capacity, and expect consolidation among vendors as hyperscalers absorb weaker neoclouds.