Interactive learning lab
How AI works · guide 2 of 8

The token and cost laboratory

Token lab · BriefingScene 1 / 5

Models consume chunks, not words

Common strings can stay whole while rare strings, code and punctuation split.

Models consume chunks, not words ready.

Thefastestwaytoimprove?

A tokenizer maps text chunks to numeric IDs before the model sees them. Exact splits vary across tokenizer and model families, so rough word counts are estimates rather than billing records.

Tokens are lookup-table units.
Input and output both consume budget.
Use the target tokenizer for exact counts.