Prompt Leakage Auditor

The problem

Sharing too much detail in your marketplace listing creates a commercial risk. If you reveal your specific prompt structure, modifiers, or logic, competitors and customers can recreate your product for free without clicking buy.

What it does

• Analyzes product titles, descriptions, and example outputs for structural and vocabulary leaks.
• Calculates a Reverse-Engineering Risk Score to quantify how easily your prompt could be stolen.
• Identifies "Safe Tease" content that builds buyer trust versus "Method Leaks" that expose your engine.
• Provides a concrete Repair Mode to rewrite sales copy and FAQ sections for better protection.

Why this beats prompting it yourself

General LLMs prioritize helpfulness and will often explain your entire method to a user if asked. This skill is hardcoded with counterintelligence logic specifically designed to find the line between proving value and teaching the method, ensuring your intellectual property remains a black box.

Use cases

• Auditing a PromptBase or Gumroad listing before it goes live.
• Reviewing AI image prompt samples to ensure the style stack isn't fully exposed.
• Modifying a "How it works" section to sell results instead of instructions.
• Creating a preview strategy that shows high-quality outcomes without revealing the prompt chain.

Known limitations

This tool evaluates commercial leakage risk, not the underlying quality or effectiveness of the prompt itself.