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Tokens to Words Calculator

Estimate token count from word count for AI APIs

Tokens to Words Calculator

Word Count
Rule of thumb: 1 token ≈ 0.75 words. GPT-4 context = 128K tokens ≈ 96K words.

A tokens to words calculator estimates the relationship between AI language model tokens and human-readable words. Tokenization splits text into subword units — most English words are 1–2 tokens.

  1. 1Rule of thumb: 1 token ≈ 0.75 words (or 4 characters)
  2. 21,000 tokens ≈ 750 words ≈ 3 pages A4
  3. 3Common words are usually 1 token; rare words may be 2–4 tokens
  4. 4GPT-4 context limit: 128K tokens ≈ 96,000 words
1,000 words=~1,333 tokens
128,000 tokens (GPT-4 context)=~96,000 words or ~384 A4 pages
1 token=~0.75 words or ~4 characters
ModelContext (tokens)Approx Words
GPT-3.5 Turbo16K12,000
GPT-4o128K96,000
Claude Sonnet 4200K150,000
Gemini 1.5 Pro1M750,000
Llama 3 70B128K96,000
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