The Tool We Built to Measure AI Visibility Couldn't Find Itself

Two weeks before we launched Relevyn, I opened ChatGPT and asked it a question I already thought I knew the answer to.

We'd spent months building a tool that scores how visible a brand is across ChatGPT, Claude, Perplexity, and Gemini — whether AI recommends you when someone asks for the best option in your category. So naturally, I asked it about us. Not expecting much; we were two people, pre-launch, with no reputation yet. A footnote, maybe, buried under a few established competitors.

There was no footnote. There was nothing. Across every engine I tried, the same absence.

I want to be honest about what that felt like, because it wasn't just "oh, expected, we're new." It was closer to vertigo — the specific, disorienting kind that comes from building the exact instrument that measures a problem and then discovering the needle points at you. We weren't checking a hypothetical. We were staring at our own blind spot, using the tool built to find other people's.

Here's the part that actually matters, past the irony: every brand that's run a scan on Relevyn since has described some version of that same jolt. Not usually a flat zero — most established companies show up somewhere. But "somewhere" is often thinner, later, or less favorably framed than they assumed, and there's a specific kind of quiet dread in seeing that in black and white after years of assuming "we rank fine on Google" meant "we exist everywhere that matters now." Those used to be the same sentence. They aren't anymore, and almost nobody has actually checked.

I've gone back and forth on whether admitting our own invisibility undercuts the pitch. Part of me wants to only ever show the after — the version where a scan nails the problem, hands over a clear fix list, and everyone looks great. But the before is the more honest reason to trust any of this. We're not selling a fear we invented in order to sell the fix. We felt the specific, small panic of asking an AI model who the best option was and hearing silence where our name should have been. Then we built the thing that tells you whether that's happening to you, before a customer finds out for you.

The uncomfortable truth underneath all of this: AI-generated answers are quietly becoming the first, sometimes only, place people evaluate a brand before ever visiting its website. Nobody sees when they lose that evaluation. There's no bounce you can track, no abandoned cart, no failed pageview — just a customer who asked a question, got an answer that didn't include you, and moved on to whoever it did include. You don't get a notification. You just don't get the customer.

We're still closing that gap for ourselves, same as anyone else running a scan for the first time today. If you want to see where you actually stand: relevyn.com