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Token to Word Converter

Convert between tokens, words, characters, pages and reading time.

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Quick Tool Overview

The Token to Word Converter moves between tokens, words, characters, pages and reading time for English prose, code or Chinese, Japanese and Korean text, with the cost at your price per million tokens and a comparison against common context windows.

What it does
Converts tokens to words, characters and pages
You give it
An amount in any unit and the kind of text
You get back
Every other unit, the cost and the window fit
Best for
Budgeting API usage and sizing prompts
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About the Token to Word Converter

API prices, context windows and output limits are all quoted in tokens, while people think in words and pages. This converter moves between the two: enter an amount in tokens, words, characters, pages or minutes of reading and see every other unit at once.

The ratios depend on what the text is. English prose runs at roughly 0.75 words per token, or about four characters per token — so 1,000 tokens is about 750 words. Source code is denser, at about half a word per token, because symbols and indentation cost tokens of their own. Chinese, Japanese and Korean run close to one token per character. Choose the kind of text and the figures change to match.

Add a price per million tokens to see what that amount costs, and the bars show how it compares with common context windows from 8K to one million tokens — alongside familiar references such as a blog post, a report and a novel for scale.

Key features of the Token to Word Converter

Five units, both directions

Start from tokens, words, characters, pages or minutes of reading.

Ratios by content type

Prose, code and CJK text tokenize very differently, and each has its own ratio.

Cost at your rate

Enter a price per million tokens to see what the amount costs.

Context window bars

See how the amount compares with 8K, 32K, 128K, 200K and 1M windows.

Familiar references

A post, an email, a report and a novel give the numbers a sense of scale.

How to use the Token to Word Converter

  1. 1

    Enter an amount

    Type a number and choose its unit: tokens, words, characters, pages or minutes.

  2. 2

    Choose the kind of text

    English prose, code, or Chinese, Japanese and Korean. The ratios differ a lot.

  3. 3

    Read the conversions

    Every unit is shown together, with reading and speaking time.

  4. 4

    Check cost and fit

    Add a price per million tokens and compare against common context windows.

Frequently asked questions

About 750 words of English prose. Code and non-English text come out lower, because they break into more tokens per word.

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