• Pantera Capital’s AI compute analysis warns that hyperscaler vertical integration threatens standalone inference providers as model capabilities converge.
• A 40% token-price cut would leave standalone providers breaking even, while vertically integrated hyperscalers retain 70% incremental EBITDA margins.
• 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.
• Neoclouds face uncertain long-term competitive advantages as greater GPU availability could erode their pricing power.

Disclaimer: This news brief was created by Public Technologies (PUBT) using generative artificial intelligence. While PUBT strives to provide accurate and timely information, this AI-generated content is for informational purposes only and should not be interpreted as financial, investment, or legal advice. Pantera Capital Management LP published the original content used to generate this news brief on October 22, 2026, and is solely responsible for the information contained therein.