Everyone here is fighting the same battle: AI assistants recommend the same 5 big names and ignore indie products. I built a directory to fix that — but this week I added something that actually changes the game.
Every project page now has an "Ask AI" button. One click opens ChatGPT, Perplexity, Gemini, Grok, Claude or Brave with a prompt that makes the AI read that exact page and summarize the product — live, in that session.
- I tested it on my own directory. Here's what happened when I clicked the ChatGPT button:
It read the machine-readable feed directly
- It recommended 3 real listed tools (Wildverse, Layerbase, Tracetify) with their GEO scores
- It cited the source 8 times in one answer
- It ended by telling the user how to list their own product for free
Google's AI Mode did the same and generated "People also ask: What is CitableHub? Is it free?" Brave put it at #1 and showed two other sites already citing it.
The point isn't the button. It's that AI can only recommend what it can actually read and verify. Most products aren't structured for that — no schema, no machine-readable feed, nothing an assistant can cite with confidence.
If you want to see whether AI can read YOUR product, drop your link below. I'll run it through the assistants and tell you if you're visible or invisible. And if you want the structured page + the "Ask AI" button on your own listing, it's free to add.
Quick test for anyone scrolling the Build Board right now:
Open ChatGPT (or Perplexity, Gemini, Grok…) and ask: "What does [your product name] do?"
If the AI gives a generic answer, makes stuff up, or says "I don't have information about that" — your product is invisible to the models people are now using instead of Google.
That's exactly what CitableHub fixes. Every listing gets:
✅ Schema markup so AI can parse your product
✅ A machine-readable feed (llms.txt) that LLMs actually read
✅ An "Ask AI" button that lets anyone verify you're cited — live, in real time
✅ A GEO score showing how visible you are to each AI assistant
I just tested it this week — ChatGPT read the feed, recommended 3 listed tools by name with scores, and cited the source 8 times in one answer.
Drop your product link here and I'll run the test for you. Takes 60 seconds. Free to list. citablehub.com