LLM Optimization

Reduce token usage and improve LLM response quality with optimized data formats.

Overview

When building applications with Large Language Models, every token counts. Using TOON instead of JSON uses about 43% fewer tokens on average (42.6% in the official TOON v4.1 benchmark), directly translating to lower API costs and faster responses. TOON's explicit structure also helps LLMs better understand your data.

Key Benefits

  • ✓About 43% fewer tokens on average
  • ✓Lower API costs
  • ✓Better LLM comprehension of data structure
  • ✓Faster response times

Best Formats

Popular Tools

ChatGPTClaudeGeminiOpenAI API

Example Scenario

"Sending a list of 100 products to an LLM for analysis. JSON uses ~5,000 tokens while TOON uses ~2,500 tokens - a 50% savings."

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