Gemini Token Estimator

Estimate tokens for Gemini 1.5 Pro, Flash, and Ultra

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Gemini token estimator

Approximate how many tokens your prompt will use on Google’s Gemini models — 1.5 Pro, Flash, and Ultra — including a multimodal estimate when your request contains images. Gemini’s context windows are large (up to ~2M tokens on 1.5 Pro), but tokens still drive cost, so an estimate helps you budget batches before sending.

How the estimate works

Gemini tokenizes with a SentencePiece model. For English text it lands close to 4 characters per token, comparable to GPT, so this tool applies that ratio blended with a word-boundary heuristic. Images are added at Gemini’s fixed rate of roughly 258 tokens per standard image tile, multiplied by the number of images you enter. The result is a calibrated approximation, not the exact tokenizer count.

Tips and notes

  • Multimodal requests can be dominated by media: a handful of images often costs more tokens than several paragraphs of text.
  • Non-Latin scripts and code tokenize less efficiently — expect a higher real count than the English-tuned estimate.
  • For exact billing on large or repeated jobs, call Gemini’s count_tokens endpoint, which returns the precise total including media.
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