Pantera Capital sees data center pricing upside as power shortages constrain AI compute
XLK•Pantera Capital said power constraints could give data centers the greatest pricing upside on uncontracted capacity. Its analysis says a 40% token-price cut would leave standalone inference providers breaking even, while vertically integrated hyperscalers retain 70% incremental EBITDA margins.
1. Pricing and margins
Pantera Capital’s AI compute analysis says power constraints could give data centers the greatest pricing upside on uncontracted capacity. Compute owners generate project-level EBITDA margins above 85%, with roughly two-year payback periods, supported by scarce GPU supply. The analysis warns that hyperscaler vertical integration threatens standalone inference providers as model capabilities converge; neoclouds face uncertain long-term competitive advantages as greater GPU availability could erode their pricing power.
