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AI token & cost audit sheet

Everything an AI tool reads and writes is metered in tokens (Lesson 3); every token of output is a full run of the machine (Lesson 9). Economy is optimisation — match length to the task's value, never brevity for its own sake.

Audit your team's recurring AI tasks

Recurring taskTypical output asked forOutput actually neededFix (ask for length / split input / template)

Quick rules

education.yougenius.ai · The Prediction Machine · free to copy and adapt within your organisation.