The AI Infrastructure Valuation Trap

Enterprise value per megawatt has become the shorthand for comparing AI infrastructure. It is easy to calculate and easy to quote. It is also an incomplete measure, and treating it as a complete one is a trap.

What a megawatt does not tell you

A megawatt can be secured but not energised. It can be energised but not fitted out. It can be fitted out but underutilised. It can be fully utilised by a weak counterparty on uneconomic terms. In each case the megawatt count is identical and the investment outcome is not.

• Megawatts secured show that a power pathway may exist. They may be conditional, delayed or uneconomic.
• Megawatts energised show that a site can operate. They do not show fit-out or customer demand.
• Available GPU-hours show how much compute can be offered. Hardware may age before utilisation matures.
• Utilised compute shows the asset is in use. It does not show margin or credit quality.

The bridge that matters

A more useful sequence runs from enterprise value per megawatt, to available compute, to utilised compute, to contracted workload, to gross profit, and finally to risk-adjusted cash yield. Each step introduces a variable that the headline metric hides.

Utilisation and price are the two that move outcomes most. A project can keep its megawatt count unchanged while a slower ramp or a lower contracted price removes most of the return to equity. Neither change appears in a capacity announcement.

Returns that rely on terminal-value expansion rather than contracted cash flow are a warning, not a thesis.

Avoiding the trap

The discipline is to underwrite the conversions, not the capacity. Who is the customer, and what is their credit? What is contracted, and what is assumed? Does the project service its debt during the ramp? Is hardware refresh funded? What does the investor recover if no valuation multiple is applied at exit?

These are the questions Outpace's underwriting framework is designed to ask before any capital is committed.

This article sets out the views of Outpace. It is general information, not financial product advice. See Important information.