See how much of a model context window your prompt uses and what fits

Setup
tokens

Used to estimate how many items of this size fit.

Window usage
0% 0 / 0
System Input Output Free
0
Used
0
Remaining
0
Items fit

Token counts are estimates; reserve headroom for the model response.


About AI Context Window Calculator

The AI context window calculator shows how much of a model’s context window your prompt consumes and how much room remains. Pick a model — the window sizes for popular AI models are built in — or enter a custom window, then set your system prompt tokens, input/conversation tokens and the output tokens you reserve for the response.

A usage bar visualizes the split between system, input, reserved output and free space, with exact used and remaining counts. Enter the typical token size of a document or message and the calculator tells you how many more items of that size still fit — or by how many tokens you are over the limit.

It answers the everyday RAG and chatbot questions: how many support articles fit alongside the system prompt, or when a conversation history must be trimmed. The tool is free and instant; token figures are estimates, so keep sensible headroom for the model’s reply.

How to use AI Context Window Calculator

  1. Select a model to load its context window, or enter a custom window size in tokens.
  2. Enter your system prompt tokens and the input or conversation tokens.
  3. Set the output tokens you want to reserve for the model’s response.
  4. Optionally enter the tokens per document or message to see how many items fit.
  5. Read the usage bar, the used and remaining counts, and the fit or over-limit verdict.

Frequently asked questions

It is the maximum number of tokens a model can process in one request — system prompt, conversation history, documents and the generated response all share this single budget.

The response is generated inside the same window as your input. If the prompt fills the window completely, the model has no room to answer and the reply gets truncated — reserve realistic headroom.

The calculator divides the free space — window minus system, input and reserved output — by the per-item token size you enter, telling you how many more documents or messages of that size still fit.

The tool shows the overflow in tokens. Trim the conversation history, summarize or chunk documents, shorten the system prompt, or switch to a model with a larger context window.

No — they are estimates, and each model tokenizes text slightly differently. Leave a safety margin rather than planning to the last token, especially for multilingual or code-heavy content.


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