Token Cost Engineering: Make the Numbers Work

A thread you can test

Three Tier-Jump Traps

3 notes move from the word to a real choice at work — understand it first, then decide whether to use it.

READING THREADOPEN
3notes
HOW TO READStart where you are stuck, then follow the evidence and trade-offs

Each note stands alone, or becomes the next step in this thread.

Token Cost Engineering: Make the Numbers WorkNo login

THE QUESTION THIS PAGE ANSWERS

ANSWER FIRST

What is Three Tier-Jump Traps, and which AI decisions does it change?

Some rate cards rebill the whole request when output crosses a threshold; drag the slider to watch the bill jump, plus four counter-strategies This page keeps the related concepts, common mistakes, and practical notes in one reading thread.

DECISION RULE

First decide whether you are blocked by a definition, a choice, or verification; then choose the closest of the 3 notes below.

TRY NEXT

Start with “Output-Length Tiering: the 200-Token Cliff,” then restate the conclusion using your own task.

WATCH FOR

Do not treat every method in a topic as interchangeable. The answer changes with the input, risk, and acceptance bar.

THIS QUESTION THREAD

Put the word back inside the choice it changes.

3 notes
Interactive

Output-Length Tiering: the 200-Token Cliff

Some rate cards rebill the whole request when output crosses a threshold; drag the slider to watch the bill jump, plus four counter-strategies

Token Cost Engineering: Make the Numbers Work 5 min →
Interactive

Input-Length Tiering: the 32k Red Line

One extra chunk can move the whole request into a higher input tier; use budget-aware truncation and stop paying double for RAG junk

Token Cost Engineering: Make the Numbers Work 5 min →
Interactive

Image Tokens: Pixels Pay Tax Too

A live resolution→Token calculator; 32-pixel alignment tier jumps, the resolution curse, and three image-cost red lines

Token Cost Engineering: Make the Numbers Work 5 min →