Ai Atlas utilities / free to use
Prompt cost estimator
Model an approximate API budget from prompt size, response size, volume, and editable provider rates. This is not an exact invoice or token count.
Usage assumptions
Token counts vary by provider, model, language, message wrapper, tools, files, and modalities. Use the provider’s complete-request counting method when exact billing matters.