Token Calculator

Estimate AI prompt token count and API call costs. Supports multiple mainstream AI models to help developers optimize costs.

Input Information

Characters: 0

Model Pricing Comparison

GPT-4$0.03/$0.06 per 1K tokens
GPT-4 Turbo$0.01/$0.03 per 1K tokens
GPT-3.5 Turbo$0.0015/$0.002 per 1K tokens
Claude-3 Opus$0.015/$0.075 per 1K tokens
Claude-3 Sonnet$0.003/$0.015 per 1K tokens
Claude-3 Haiku$0.00025/$0.00125 per 1K tokens
Format: Input/Output per 1K tokens (USD)

Calculation Results

Optimization Tips

Remove unnecessary prompt content
Use cheaper models for simple tasks
Batch processing to reduce API calls
Cache common response results

Token Calculator User Guide

What are Tokens?

Tokens are the basic units that AI models use to process text. A token can be a character, part of a word, or a complete word. Different languages have different tokenization methods.

  • English: ~4 characters = 1 token
  • Chinese: ~1.5 characters = 1 token
  • Punctuation marks are usually separate tokens

Cost Optimization Strategies

  • Choose models suitable for task complexity
  • Streamline prompts, remove redundancy
  • Use system prompts instead of repetitive user prompts
  • Implement intelligent caching strategies
  • Monitor API usage, set cost alerts

Important Note

The token estimates provided by this calculator are for reference only. Actual token counts may vary slightly due to the specific tokenization methods of different models. We recommend small-scale testing before formal use.