TokenMunch — AI Token & Cost Calculator

01 / DEFINE THE WORK

What are you building?

USD · API costs only

Task

Add a sample document

Choose PDF, DOCX, TXT or MarkdownProcessed locally · 10 MB limit · text PDFs only · no OCR

We handle the sizing.

TokenMunch measures your document and estimates the answer length for your chosen task. No word counts or token knowledge needed.

Documents per monthHow many documents do you expect to process?

Workflow assumptions

AI calls per documentAssumes every call has the same input and output sizes.Extra calls / retry allowance (%)10% means roughly one extra call per ten calls.

Multi-step chains with different prompts need separate plans. No cache or batch discounts are assumed.

Compare savings against

YOUR COST ESTIMATE

Add a document to see your estimate

Upload a sample or paste its text. We’ll calculate its size, estimate the answer and compare model costs automatically.

TokenMunch workload estimate · 27/10/2026 · Rates checked October 5, 2026. Indicative API costs, not a provider quote. Assumptions and exclusions appear above.

Know the cost.
Before you build.

What are you building?

Add a document to see your estimate

Price is one part of the decision.

Know the cost.Before you build.

What are you building?

Add a document to see your estimate

Price is one part of the decision.

Know the cost.
Before you build.