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System Design for AI in Production / 70

Design a cost-control and quota system for an internal LLM platform serving many teams.

Give every team an LLM API key and your bill becomes a mystery with a six-figure surprise at month end. Attributing, limiting, and optimizing spend is a platform feature. Here is how to build it.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Give every team an LLM API key and your bill becomes a mystery with a six-figure surprise at month end. Attributing, limiting, and optimizing spend is a platform feature. Here is how to build it.

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