Open-source tool for reverse engineering ChatGPT queries about brands

ai-tools / Show HN
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.

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Sources (1)

Show HN
https://news.ycombinator.com/item?id=48644519
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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