Utilora

Prompt Optimizer & Minifier

AI & LLM Tools

What is Prompt Optimizer & Minifier?

Prompt Optimizer compresses large language model prompts to reduce token costs without changing their meaning. LLM APIs charge per token, and long prompts with markdown documentation, examples, and JSON schemas can consume a significant portion of your context window. This tool strips unnecessary whitespace, converts verbose JSON schemas to compact YAML, and removes markdown comments — reducing prompt size by 20-40% while preserving all semantic content.

How it works

The tool applies targeted transformations: markdown code block markers are removed, JSON structures are converted to YAML (saving syntax characters), comments and extra whitespace are stripped, and repeated patterns are collapsed. The output produces identical logical behavior when parsed — only the representation changes.

Features & Benefits

  • Saves massive amounts of tokens for long RAG contexts
  • Generates identical logical output using YAML structures instead of JSON

Frequently Asked Questions

Why convert JSON to YAML?

YAML uses significantly fewer syntax tokens than JSON, saving you 20-30% on token limits.

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