Your product can rank on Google and be invisible to AI search

Sharing this because the KeepRule story is the cleanest public example I have seen of a problem most makers do not know they have.

Ranked on Google, invisible to AI

KeepRule — a Buffett-style investing wiki — had decent Google rankings. But when users asked ChatGPT or Perplexity the questions it should have been answering, it never came up. Its founder wrote about this publicly on Indie Hackers ("We had decent Google rankings, but when users asked ChatGPT or Perplexity questions we should be answering, we never came up"). It is why he ended up building GEO tooling himself.

This is not rare

A study of 112 Product Hunt products ran 2,240 queries across ChatGPT and Perplexity ("The Discovery Gap", arXiv:2601.00912):

• Asked by name, ChatGPT recognized 99.4% of them
• Asked discovery questions ("best tool for X"), it recommended just 3.32%

Being known and being recommended are two different problems.

Why it happens

AI answers are assembled from what the model can find, crawl and extract:

• Crawlers blocked in robots.txt → you do not exist
• Tagline headings that never match a real question → nothing to quote
• No third-party page that mentions you → nothing to corroborate you

None of these show up in your Google rankings.

The 10-minute self-test

Ask ChatGPT, Perplexity and Grok your top 3 buyer questions ("best X for Y", "X vs Y", "how much does X cost"). Score each answer: Cited / Mentioned / Absent. Write it down with the date — that is your baseline. Most makers have never run it once.

What I built

I built CiteScope to run exactly this properly: a 30+ point crawl/citation checklist on your site plus a fixed panel of buyer questions sampled live across ChatGPT, Claude and Perplexity — full report in 24 hours, $49 one-time. Details: https://race-muse-citescope.vercel.app/

Tonight, I will run the live-answer check for free for the first few makers who reply here with their URL + category. You get the raw answers either way.