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Should your company buy an AI server? Hardware tiers, prices and payback vs the cloud

This story is from 2026-10-27. It is preserved in the archive; the latest stories are on the live feed.

Companies keep asking me for an AI model on their own hardware. Usually the honest answer is "not yet": for short questions, a cloud API stays cheaper than a GPU workstation for about a year and a half. The picture changes when the model has to read a lot of internal documents on every request, or…

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  1. 2026-10-27 14:45 · DEV Community — AI
    Should your company buy an AI server? Hardware tiers, prices and payback vs the cloud

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