GPU Repatriation: The Utilization Math Deciding Where Inference Runs
Owned accelerators beat rented ones above a utilization threshold most teams never compute. The break-even math, and why idle GPUs are the expensive asset.
Owned accelerators beat rented ones above a utilization threshold most teams never compute. The break-even math, and why idle GPUs are the expensive asset.
Inference is a real, usage-scaling cost of goods sold. It is pulling software gross margins toward infrastructure territory, and buyers pay for it either way.
The $5 Trillion Infrastructure Nobody Talks About Every iPhone assembled in Zhengzhou, every container of Brazilian soybeans unloaded in Rotterdam, every batch of Vietnamese electronics shipped
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Most executives approve AI cloud spending based on the wrong numbers. They compare a GPU instance's hourly rate to a data center rack cost.
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In 2010, Stripe was a seven-line JavaScript snippet that let developers accept credit card payments. In 2025, Stripe processes over $1 trillion in annual payment volume
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The S-1 is the single most honest document a company ever produces. Not because companies want to be honest in it - they do not. But
In August 2021, Stripe raised at a $95 billion valuation. In March 2023, it raised again - at $50 billion, a 47% decline. By February 2024,
Chime has 22 million customers. It offers checking accounts, savings accounts, a debit card, and direct deposit. It looks like a bank. It markets like a
When you place a market order to buy 100 shares of Apple on Robinhood, you probably assume your order goes to the New York Stock Exchange.
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