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Insights on AI Cost Intelligence, GPU efficiency, and in-process budget enforcement.

July 2026·8 min read

Cost Efficiency Observations on an NVIDIA L4

Token price is a poor indicator of real inference cost. We observed a >20× span in cost and energy per useful token driven by batching alone on an NVIDIA L4.