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AI & Prompt Engineering / CLIENT-SIDE UTILITY

Context Budget Estimator

Estimate text size and plan a context budget. Estimates are not model token counts.

How to use this tool

Paste text and set a token planning budget. Run for a byte-based estimate, not an exact model token count.

Use it for: Budget room for instructions and an AI response.

What to provide & expect
Who it helps
Writers and AI practitioners
Your input
Text and your chosen token planning budget.
Your result
A UTF-8 byte-based token range and conservative remaining space.
Limits to know
Approximate planning only, not exact model-specific tokenisation.
Example

Explore an approximate token budget, not a model-specific guarantee.

Sample data only. Your inputs stay in this browser.

Private by design. Inputs are neither stored nor transmitted. Reloading clears this workspace.
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