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Token Counter AI — Estimate Tokens

Private, client-side calculation

Token Counter (AI)

Estimate prompt tokens, context-window usage, remaining room and approximate AI model cost before you send a request.

chars
tok
tok
$
STEP 01📝
Paste your prompt
Add prompt text, system instructions, RAG chunks or chat history into the text area.
STEP 02🧠
Choose context limits
Set model context size, expected output tokens and optional input/output token prices.
STEP 03📏
Check token fit
Review estimated tokens, context usage, remaining room, cost and trimming advice.
Estimated Tokens
Paste text
🔢
Context Used
prompt + output
🧠
Remaining
tokens left
📦
Words
detected text
✍️
Est. Cost
input + output
💳
Text & Model Settings
tok
tok
$
$
Context Breakdown
🔢

Paste text to see token usage

Fit Risk
🧠

Context fit appears after calculation

Token Metrics
🧮

Metrics appear after calculation

✦ Result Explainer

Your explanation appears here

▣ Prompt Action Plan
📋

Your plan appears after calculation

◎ What If Simulator

Preview context usage after compressing the prompt or reserving more output tokens.

Calculate your prompt first

● Ask About Your Result
Paste text first, then ask about token count, context fit, cost or prompt trimming.
Frequently Asked Questions

It estimates tokens from characters and words using a local heuristic. The balanced mode is designed for practical planning, while compact and verbose modes give lower and higher bounds.

No. Tokenizers vary by provider, model, language, spacing and code format. Use this for fast planning, then verify exact counts with the provider tokenizer or SDK when production accuracy is required.

No. The text analysis runs with client-side JavaScript only. It does not call external APIs, persist your text in browser storage, use API keys, analytics, tracking pixels or auth headers.

Developer Calculation Disclaimer

Token counts and costs are estimates generated locally in your browser. Actual billing may differ by provider tokenizer, model, cached tokens, tool calls, reasoning tokens, retries, rounding rules and current pricing. VisionVix accepts no liability for engineering, budget or production decisions based on this output.

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