Design & Systems

How to design transparent AI cost controls

A coin marked with a question mark being dropped into a dial, surrounded by six AI usage units: tokens, dollars, natural units, credits, actions, and allowances.

A practical guide to choosing usage units, designing spending limits, and explaining AI costs before, during, and after the work.

Every AI response has a price. People often discover it only when a limit hits or a bill arrives.

A quick edit and a long-running agent can look almost identical in…

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