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All issuesVolume 342, Issue 2IT NewsAI

What Is Tokenization? How AI Turns Text Into Tokens

Unite, Friday, September 11th, 2026

A foundational primer on how text becomes the discrete units models actually process, and why it matters for cost.

This primer explains how tokenization converts raw text into the discrete units a model processes mathematically, covering the main algorithms, their trade-offs and how to evaluate tokenizer behavior for a given corpus.

The practical relevance is broader than it first appears: tokenization determines cost, since billing is per token, and it explains a family of otherwise mysterious model behaviors around numbers, code and non-English text.

For teams whose non-English workloads cost more than expected, the tokenizer is usually the explanation.

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