Show HN: Open-source tool for reverse engineering ChatGPT queries about brands

biduskamil1 pts0 comments

Hi, I m Kamil and I m a founder of Applied AI agency in Warsaw, Poland.There is a lot of projects in AI visibility/GEO/AI SEO space. I wanted to see what is really possible in terms of how and when ChatGPT, Gemini, Perplexity, etc. reference certain brands.Turns out it s all pretty much about reverse engineering the prompts users write because the platforms don t share any analytics as of today.So I ve built a tool that tries to estimate those prompts.The approach is:1. Crawl a website and extract its key topics. 2. Analyze organic search keywords and phrases. 3. Find semantically similar conversations in the WildChat dataset (~1M ChatGPT conversations). 4. Generate realistic prompts that users are likely to ask when looking for products or recommendations in that category.The tool is open source and available on github: https://github.com/syntropicsignal-ai/ai-visibility-auditI target the tool primarily for e-commerce stores as this seems to be a gap in the market.I m curious to hear what you think about this.

tool chatgpt visibility prompts github open

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