Token Cost Engineering: Make the Numbers Work

A thread you can test

Pricing Is Architecture

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 Pricing Is Architecture, and which AI decisions does it change?

See why the users who love an AI product most can also create its largest variable cost. Token pricing is a signal about latency, throughput, and quality—not just a finance line. 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 “AI margin is a product design problem,” 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
Intro

AI margin is a product design problem

See why the users who love an AI product most can also create its largest variable cost. Token pricing is a signal about latency, throughput, and quality—not just a finance line.

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

How Tokens Are Counted: BPE and the Hidden Token Tax

From characters to subwords, BPE merge rules, and why token costs vary by language, format, and context — plus the hidden tax of long prompts

Token Cost Engineering: Make the Numbers Work 6 min →
Selection

Price Sheet at a Glance and the Three Tiers

How T0 Flagship / T1 Workhorse / T2 High-volume divide the work; knowing which is expensive isn't enough—watch the price-jump boundaries

Token Cost Engineering: Make the Numbers Work 4 min →