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Open-source AI visibility audit for ecommerce - see if ChatGPT, Gemini & Google AI recommend your store or your competitor's. Self-hosted, printable PDF report.

3 starsPython

Reverse engineering user queries for ChatGPT/Gemini

by biduskamil·Jun 18, 2026·2 points·2 comments
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AI Analysis

●●SolidDark HorseSolve My Problem

GEO auditing for AI recommendations when this problem literally didn't exist two years ago.

Strengths
  • •Addresses emerging GEO problem space before it becomes crowded with established competitors.
  • •Self-hosted Docker deployment with sample dataset for testing without API keys.
  • •Client-ready PDF reports with competitor share analysis and prioritized recommendations.
Weaknesses
  • •Technical approach is straightforward querying and parsing, not architecturally novel.
Category
AI/ML
Target Audience

Ecommerce marketers and brand managers tracking AI recommendation visibility

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BrightEdge · MarketMuse · SEMrush

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