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Neocloud Economics: Capital Efficiency Decides AI Infrastructure Winners

The article analyzes the business models of CoreWeave, Nebius, and Cerebras, showing that while AI compute demand is locked in, capital efficiency—not just revenue growth—will determine which neocloud providers succeed. CoreWeave’s backlog is huge but capex and interest costs weigh on profits, Nebius is improving capital efficiency via prepayments and faster payback, and Cerebras is transitioning to cloud services despite high losses. The key takeaway is that the next phase of competition hinges on capacity deployment speed, returns on capital, and financing costs.

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