RadarTrek
AI & LLMs

Token

The small chunk of text — roughly 3-4 characters — that an LLM actually reads and bills you for.

Reviewed by the RadarTrek editorial team · June 2026

LLMs don't read words, they read tokens — sub-word chunks that average 3-4 characters in English. Common words are usually a single token; longer or rarer words split into several. Every API call is priced and limited in tokens, not words or characters, so the same sentence can cost different amounts depending on punctuation, formatting, and language.

Why it matters

  • API pricing and context limits are both measured in tokens, not words — this directly affects cost.
  • Heavily formatted prompts (bullet points, code blocks, tables) use more tokens than plain prose.
  • Non-English text often tokenises less efficiently than English, raising the cost of the same content.

Where to learn this

🎓

Tokens and Context Windows

How LLMs Actually Work course

This is the exact lesson that covers this term in depth — with examples, diagrams, and a hands-on exercise.

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