The AI cloud math is broken, and it's creating -2-

For investors, the question is where a dollar of AI spending lands. If a predictable share of inference moves onto owned hardware, it shifts from recurring cloud bills toward one-time purchases and support contracts. Dell, HPE and Super Micro Computer (SMCI) collect on that. Memory makers collect twice, since memory is both the cause of the price moves and the constraint on relief. Nvidia is closer to neutral, selling the hardware whichever way the workload runs.

None of this ends the cloud. Experimentation belongs there, so do sudden spikes and so do the proprietary frontier models, whose owners release the weights to nobody. What moves is the predictable middle: the work a company does every day and can forecast. Don't look for it in the cloud numbers; Amazon's performance obligations carry a weighted-average term of 6.4 years, so nothing that happens this year will show there for a long time. The gains are landing on the other side of the ledger, at the companies that sell the machines.

This shift is not really a decision the buyers make. It is what the arithmetic does to them as their AI usage grows - and usage is only growing in one direction.

-Jurica Dujmovic

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09-03-26 0700ET