What breaks first in an AI correction

Nobody can time a repricing. The sequence, though, follows the structure of who holds the leverage and who has to mark it, and that structure is visible now.

The likely order

• First, the smallest listed compute providers whose funding is short and whose customers are concentrated. Their equity is the market's opinion of next year's contracts, and it moves before anything else.
• Second, hardware-backed lending. Collateral values fall exactly when utilisation does, and recovery assumptions written in a shortage are tested in a glut.
• Third, the development pipeline. Projects without signed tenants are paused, which hits contractors, equipment suppliers and the regional economies that were promised jobs.
• Fourth, private vehicles holding the debt. Marks lag by two to four quarters by construction, so the reported loss arrives long after the economic one.
• Last, the large platforms, which absorb it as a slower growth rate rather than a solvency question.

The sequence is a leverage map. It runs from the entities that must refinance soonest to the ones that never have to.

The second-order channel

Insurers and pension funds hold private credit for yield. Their exposure is disclosed slowly and in aggregate. A correction transmits to them not as a crisis but as a decade of lower realised returns against liabilities set in better times, which is a quieter and more consequential problem.

What would falsify the thesis

Sustained, measurable enterprise revenue attributable to these systems, disclosed at the line-item level rather than asserted on earnings calls, and utilisation holding up on contracts written at current prices. That evidence would move this from a capital cycle to a genuine step change. It is worth watching for honestly, rather than only watching for the crash.