The Megawatt Premium: Wall Street Is Front-Running AI Infrastructure

Wall Street is valuing leased megawatts as a distinct asset class, pricing in the value of AI and high-performance computing (HPC) contracts before the physical capacity even exists. According to VanEck's latest valuation framework, miners with signed AI and HPC leases trade at more than 10 times gross energy output, while those with little or no contracted capacity trade at roughly 2 to 6 times that metric.

The market is currently paying for construction outcomes that the sector has not yet delivered. VanEck reports that delivered AI and HPC capacity across the peer group sits at only about 25% of what has been leased. This creates a massive gap between paper value and physical reality.

The central tension in the sector is now a question of execution. To bridge the gap between signed contracts and operational sites, miners face a near-term funding shortfall of roughly $50 billion across the group. If the full pipeline of announced projects converts into built sites, long-term capital needs could climb toward $221 billion.

The economics of this transition are defined by high-margin expectations and rising costs. VanEck’s model assumes a baseline net operating income of about $1.5 million per megawatt for AI and colocation sites, applying an enterprise value multiple of 15 times that figure. However, these projections must contend with rising greenfield construction costs, which sit at roughly $10 million per megawatt and could climb to about $12 million as construction inflation compounds.

Under this model, a single megawatt implies a gross enterprise value near $22.5 million. This stands against a pre-financing value of about $12.5 million after capex, before accounting for delivery risk or financing costs.

The premium is currently being captured by the contract, not the hardware. As the industry moves from the leasing phase to the construction phase, the market will shift its focus from contract signatures to tenant quality, debt management, and the ability to avoid dilution. The next test for these miners is whether they can deploy the necessary capital without eroding the very value they have created.

The question for investors is whether the current valuation premium can survive the $50 billion funding hurdle.