Why Did My Business Disappear From ChatGPT?
If your business showed up in ChatGPT a few weeks ago and doesn't now, you probably didn't do anything wrong.
If your business showed up in ChatGPT a few weeks ago and doesn't now, you probably didn't do anything wrong.

BLUF: If your business showed up in ChatGPT a few weeks ago and doesn't now, you probably didn't do anything wrong. A new study of 883,000 web pages found that the typical page AI cites loses half of those citations within 11 days of its best day. The links under AI answers fade fast. What AI looks for before it recommends a business holds steady, and that's where your time should go.
Maybe a friend sent you a screenshot. They asked ChatGPT for the best HVAC company in town, and there you were, with a link to your website right under the answer. Two weeks later you ask the same question and you're gone. Nothing changed at your business. Same crew, same reviews, same phone number.
That's normal. Annoying, but normal.
In September, Profound, one of the bigger companies that sells AI tracking software, published a study that followed 883,000 web pages for a full year across seven AI tools, including ChatGPT, Google's AI answers, Claude and Perplexity. The typical page lost half its AI citations within 11 days of its best day. (A citation is the little source link under an AI answer.)
So if a page of yours got cited, a clock started that day. About a week and a half later, it was showing up half as often. That happens to almost everybody, and it's no sign that you broke something.
Two different things can vanish, and it helps to know which one you lost.
The first is the link. AI pointed to your page as a source. That's what the 11-day number measures.
The second is the recommendation. AI said your name and told the buyer you're a good choice.
Showing up and getting recommended are two different things. A link to your page can sit under an answer that sends the buyer to your competitor. Your name can show up in an answer with no link at all. If you lost a link, that's the 11-day fade, and it'll come and go. If AI stopped recommending you, that's the one worth a closer look, because AI recommends businesses it can find proof for.
The same study had a second finding that matters more for an owner. Pages that five or more of the seven AI tools cited were 5.5 times as likely to still be holding on eight weeks later as pages that only one tool cited.
And how long a page lasted on one AI tool said almost nothing about how long it lasted on another. ChatGPT doesn't check with Claude before it decides.
Here's my read on that, and I want to be clear it's my read, not the study's. When several AI tools each decide on their own to point to the same page, they're agreeing on something. My bet is that the page answers a real buyer question plainly and has proof behind it. A trick might fool one AI tool for a week. Getting five of them to agree, separately, takes something real.
That's also the problem with any pitch that promises to "get you into ChatGPT." Even when it works, the typical citation fades in under two weeks, and it doesn't carry over to the other AI tools your buyers use.
What AI reads for before it recommends a business.
Buyers have always wanted the same things before they trust a business: what it costs, what can go wrong, how you compare to the other guy, what your customers say, and who's best in town. Marcus Sheridan has taught businesses to answer those five questions for 20 years in They Ask, You Answer.
AI looks for the same proof, and the reason is simple. An AI company needs people to trust its recommendations. If it sends someone to a bad roofer, that person stops asking. So AI checks for what a careful buyer checks for. (We walked through those five questions in AI Keeps Moving the Goalposts.)
That proof doesn't come with an 11-day clock. A pricing page you put up this month is still a reason to trust you next year, and so are the reviews you collect this fall. Whatever the next AI model looks like, it'll find that work sitting there.
We rebuilt our website and relaunched it on August 5. That month, our AI Trust Signals Score was 70, right at the bottom of the Unverified band. Only 7 of the 19 signals AI checks were in good shape.
Yes, we graded ourselves with our own tool. I'd rather show you our numbers than tell you about somebody else's.
So I opened the Workbench and did what it said. Some of the fixes were embarrassingly basic. Our new site had no phone number on it, and we had zero reviews anywhere AI could find them.
We put a phone number on the site and made our business details match everywhere we're listed. We opened a Trustpilot page, and a few customers left reviews. Then we went through our help center and labeled every article so AI can tell what each one is.
By October, our score was 83, inside the Trusted band, with 11 of the 19 signals in good shape. The biggest jump came from the part of the score that asks a simple question, "Can AI read you?" That part went from 67 to 94.

The score matters less to me than where AI gets its picture of us. In August, more than half of what AI read to describe us came from sites we had nothing to do with, and two of the top three were online dictionaries. AI was looking up our words instead of reading about us. By October, 72% came from our own site.

We're not done. Our October report says the weak spot is claims on our site that nobody else backs up yet. We have 3 reviews, and we need a lot more, plus outside sources that confirm what we say about ourselves. That's our next fix, and it's the same one most owners need.
You stop chasing links that fade and spend your time on the proof that lasts.
The AI Trust Signals Score rolls the 19 signals AI checks before it recommends a business into one number. Each signal comes with its fix, in plain words, so you know what to work on first.
Virtual Buyer asks ChatGPT, Gemini, Claude and Perplexity the kinds of questions your buyers ask. You see whether AI recommends you, which matters a lot more than whether it linked to you last Tuesday.
Find out what AI can't find about your business, then fix the first thing on the list. Start your free trial: 10 days free, full product, cancel anytime. After that, it's $25 a month. In minutes you'll have your AI Trust Signals Score and the fix for every signal that's holding you back.
Then start at the top of your list. For us, it was a missing phone number. For a lot of businesses, it's prices nobody can find on the website. Whatever yours turns out to be, that fix won't fade in 11 days.
There's no fixed number, and it changes from one AI tool to the next. In a year-long study of 883,000 web pages, the typical page lost half its AI citations within 11 days of its best day. Pages that several AI tools cited held on much longer.
Most of the time, it's noise. Peec, a company that tracks AI answers, studied 120 million AI chats and found that a score moving from 46% to 41% to 45% within two days is usually random. Before you worry about a drop, check whether it lasts and how many questions the score was built on.
No one outside the AI companies controls what AI says. Even a citation someone helps you earn usually fades within a couple of weeks, and it doesn't carry over to other AI tools. If someone promises placement, ask what happens on day 12.
A link can help a buyer find you, so it's nice to have. A recommendation matters more. AI can link to your page and still tell the buyer to call someone else.
Proof that buyers have always looked for: clear prices, honest answers about problems, how you compare, real customer reviews, and real people behind the business. AI recommends businesses it can find proof for, and that proof keeps working while the links come and go.
See what AI says about your business.