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-audit

I 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.