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      GPT Tokenizer Tool

      Count tokens, estimate API costs, and visualize tokenization for GPT-4.1, GPT-4o, and other OpenAI models.

      Token Visualization

      Type text above to see token visualization...

      Tokens

      0

      ⚡ Instant

      Characters

      0

      Words

      0

      Est. Cost

      $0.000000

      Cost Breakdown & API Info

      Input Cost

      $0.000000

      $2/1M tokens

      Estimated Output Cost

      $0.000000

      $8/1M tokens

      API Usage

      Use our tokenizer API with full URL:

      fetch("https://yourwebsite.com/api/tokenizer", {
        method: "POST",
        body: JSON.stringify({
          text: "My text to tokenize"
        })
      });
      Model: gpt-4.1

      About GPT Tokenizer Tool

      How Our Tokenizer Works

      We utilize the advanced gpt-tokenizer library with the cl100k_base encoder - the same encoding system used by modern GPT-4 and GPT-3.5 models for maximum accuracy.

      Unlike many tools that use outdated encoders, our tokenizer provides precise results that match exactly what OpenAI's latest models process.

      • Modern cl100k_base encoding
      • Real-time processing
      • Accurate cost estimation

      Understanding Tokenization Impact

      Token count directly affects both API costs and model limitations. Each model has maximum token limits, and exceeding these results in errors or truncated responses.

      Language significantly impacts tokenization - English typically produces fewer tokens than non-Latin languages. For example, "hello" uses 1 token while equivalent words in other languages may require multiple tokens.

      • Cost optimization
      • Context limit awareness
      • Multi-language support

      Supported Models

      GPT-4.1

      Latest Model
      128K Context

      Input: $2.00/1M tokens
      Output: $8.00/1M tokens

      GPT-4.1 mini

      Balanced
      128K Context

      Input: $0.40/1M tokens
      Output: $1.60/1M tokens

      GPT-4.1 nano

      Cost Effective
      128K Context

      Input: $0.100/1M tokens
      Output: $0.400/1M tokens

      Features

      Real-time Counting

      Get instant token counts as you type

      Cost Estimation

      Calculate API costs for all models

      Token Visualization

      See tokens with color coding for better understanding

      Export Results

      Download tokenization results as JSON

      How to Use

      Using the Tool

      1. Select your desired GPT model from the dropdown
      2. Type or paste your text in the input area
      3. View real-time token count, cost estimates, and visualizations
      4. See colorized tokens to understand tokenization
      5. Copy or download results for your records

      API Integration

      1. Use our free tokenizer API endpoint
      2. Send POST requests to /api/tokenizer
      3. Include text and model in your request body
      4. Get detailed token analysis and cost data
      5. Perfect for integrating into your applications

      Use Cases

      API Development

      Estimate costs before making API calls and optimize your prompts for efficiency.

      Content Planning

      Plan your content to stay within model context limits and budget constraints.

      Prompt Engineering

      Optimize your prompts by understanding token usage patterns and costs.

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