← 🧮 Napkin Math & Capacity
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TCO: Buy vs Rent
Whether to buy GPUs or rent them is a utilization question dressed as a finance question. An owned H100 costs a few tens of thousands of dollars up front and a known amount per hour in power, cooling, space and operations; a rented one costs a few dollars per hour and nothing when idle. The break-even is the utilization at which the owned hourly cost, amortized over the hardware's useful life, equals the rental rate. This page builds the owned cost from parts, works the break-even, and adds the terms the simple model leaves out: depreciation risk, reserved discounts, and the price of idle capacity.
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Napkin Math, Cost & CapacityShould we buy or rent 1,000 H100s for the next two years?→Behavioral & OwnershipLeadership wants to buy another 2,000 GPUs. You think it is the wrong call. What do you do?→Napkin Math, Cost & CapacityWhat does it cost per million output tokens to serve a 70B model on eight H100s?→Napkin Math, Cost & CapacityTraffic peaks at three times the daily average. Capacity-plan the serving fleet.→Hardware, Cabling & Cluster Build-OutBuy hardware, colocate, or rent from a GPU cloud? Work the decision for a 512-GPU need.→Hardware, Cabling & Cluster Build-OutA vendor claims their accelerator beats an H100 at half the price. How do you evaluate that?→
