I Thought I Cracked AI Visibility. I Didn't.
I did the whole setup that's supposed to get a business recommended by AI. Then I tested it honestly.
ChatGPT, Claude, Gemini, Google AI, Perplexity had no idea my business existed. So I fixed it. Or I thought I did.
I ran the whole setup that’s supposed to make an AI find you. The behind-the-scenes code that helps AI read a site. Listings in the right places. My name matching everywhere. The work people call AI visibility, or GEO, generative engine optimization. The full to-do list every guide hands you.
Then I tested it. I asked ChatGPT, Perplexity, and Gemini to recommend a business like mine. For a while, it looked great.
Here’s what I missed.
I asked using my own words. The exact phrases I write with every week. So the machines handed them right back to me, and I called it a win. I built the test and let it cheat.
Then I asked cold, the way a real customer would in generative search. None of my words. Fresh chat. No head start. My name never came up.
So here’s the correction, out loud. The setup wasn’t wrong. My read of it was. I report what I can prove, and not a step past it.
Two things I already know:
Found and recommended are not the same thing. The setup gets AI to read you. It does not get AI to say your name when the customer doesn’t.
More posts won’t fix it. MoonInMental has a year of weekly posts behind it and got skipped cold anyway.
That’s the part nobody sells you. You can do everything the guides say and still go invisible the second a buyer stops typing your name. That isn’t your failure. It’s a rulebook the platforms wrote and never showed you.
Next week I run the whole test again from scratch, cold, and post the real numbers. Including the ugly ones.
I’m Darlene Killen. The Visible Practitioner Method is the setup I ran my own site through. The MoonInMental Method is what I tested it against. The numbers will be dated and on the record.
Everything here gets tested on MoonInMental first. The before and after runs there in real time:
The Visible Practitioner documents the diagnostic as it happens.
Sources
AI visibility results: my own diagnostic queries run across ChatGPT, Perplexity, and Gemini. Full numbers, dated and on the record, publish next week.
How each engine decides what to recommend: The Visible Practitioner platform rubric reference (Google leans on the Business Profile, ChatGPT on Bing indexing plus schema, Claude on reviews and user content, Perplexity on freshness).