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AI Token Counter

Count tokens for GPT-4, Claude, Gemini — with cost estimates

Tokens for GPT-4o
0
0 characters 0 words 0 tokens/word

💰 Cost estimate

As input (this text sent to AI)$0.000
As output (AI generates this length)$0.000
1,000 runs as input$0.00
Context window usage 0 / 0

Free GPT / Claude / Gemini token counter with cost estimates

Toololis AI Token Counter counts tokens for every major AI model: GPT-4o, GPT-4, GPT-3.5, Claude 3 Opus/Sonnet/Haiku, Gemini Pro/Flash. Live cost estimates for input and output tokens. 100% client-side — your prompts never leave your browser.

How to use this tool

  1. 1

    Paste your text or prompt

    Any text — prompts, documents, code, JSON payloads.

  2. 2

    Pick the AI model

    GPT-4, GPT-3.5, Claude 3, Gemini — each uses different tokenizers.

  3. 3

    Read token count + cost

    Live token count for the chosen model, plus estimated input/output API costs.

Token rules of thumb

  • English: ~1 token per 0.75 words (~4 characters per token)
  • Code: more tokens per character due to special symbols
  • Non-English: ~1.5-3× more tokens (especially CJK languages)
  • JSON: 20-40% overhead from brackets and quotes
  • Numbers: each digit is often a token

Current API pricing (2026, per 1M tokens)

ModelInputOutputContext
GPT-4o$2.50$10.00128K
GPT-4 Turbo$10.00$30.00128K
GPT-3.5 Turbo$0.50$1.5016K
Claude 3 Opus$15.00$75.00200K
Claude 3.5 Sonnet$3.00$15.00200K
Claude 3 Haiku$0.25$1.25200K
Gemini 1.5 Pro$1.25$5.001M+
Gemini 1.5 Flash$0.075$0.301M

Prices are reference as of our . Always verify on the provider's official pricing page before budgeting.

Frequently Asked Questions

What is a token?
A token is a chunk of text the AI model processes. Roughly 1 token = 0.75 words in English. The word "Understanding" might be 1 token; "Unbelievability" might be 3 tokens. Tokens are fundamental to AI pricing and context limits.
Why do different models count differently?
Each model uses a different tokenizer. GPT-4 uses cl100k_base. GPT-3.5 and embeddings use similar. Claude uses its own tokenizer (similar counts, slightly different). Gemini uses Google's SentencePiece-based tokenizer (~1.3× GPT counts on average).
Is this 100% accurate for GPT?
Yes — we use the official gpt-tokenizer library that mirrors OpenAI's cl100k_base encoding. Matches tokens exactly.
Is Claude count accurate?
Approximate. Anthropic doesn't publish their tokenizer. Our Claude estimate is ~±5% accurate based on published characteristics. For exact Claude costs, use Anthropic's official count_tokens API endpoint.
Why are my prompts expensive?
Common mistake: sending full conversation history each turn. If you send a 5,000-token context + 500-token query 10 times = 55,000 tokens input billed. Reduce by summarizing history periodically.
Is my text uploaded?
No. Tokenization runs in your browser. Your prompts, code, or proprietary content never leave your device.

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100% Privacy. This tool runs entirely in your browser. Your data is never uploaded to any server.