AI by Hand ✍️

AI by Hand ✍️

Token Mix

Same total, three different bills

Prof. Tom Yeh's avatar
Prof. Tom Yeh
May 28, 2026
∙ Paid

Library › Token Problems

  1. Tokenization

  2. Subword Tokens

  3. Non-Word Tokens

  4. Token Ratio

  5. Headroom

  6. Token Pricing

  7. Prompt and Completion

  8. The Billing Line

  9. Asymmetric Pricing

  10. Words to Cents

  11. Token Mix

  12. Usage Forecast

  13. Standing Instructions

  14. Fixed Overhead

  15. Budget Ceiling

  16. Token Allowance

  17. Two Speeds

  18. Output Bound

  19. Rate Cards

  20. Usage Audit

Which call costs more when total tokens are the same? You have to cost all three to find out. The split between input and output matters more than the total: a call heavy on input can cost far less than one heavy on output, even with identical token counts. Agents face this trade-off every time they choose how much context to include and how long a reply to request.

Paid members: the worksheet and its printable PDF are below ↓

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