Open-source tool for reverse engineering ChatGPT queries about brands
38
SCORE
An open-source tool designed to reverse engineer how ChatGPT responds to queries about brands. It helps analyze and audit brand visibility within AI-generated responses.
Sources (1)
1 PTS
Score Breakdown
Traction
raw 0.00 · weight 35%
0.0pts
Novelty
0 days old · weight 20%
20.0pts
Source diversity
1 source · weight 10%
3.3pts
AI quality
raw 42.00 · weight 35%
14.7pts
Niche but timely concept for brand AI visibility; zero traction signals and early-stage execution limit demonstrated value.
Final Score38/100
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