The short version
Is ChatGPT making things up about your business? It happens, and it usually isn’t malicious. AI fills in gaps with its best guess when your actual information is thin, outdated, or contradicted somewhere else online, and that guess can hand a customer the wrong hours, the wrong price, or a service you don’t even offer. The fix is making the real facts louder online than the gaps AI is guessing at, not begging a chatbot to behave.
You didn’t tell ChatGPT you close at 5pm. You close at 7. Somehow it also decided you don’t do house calls, when you do. Here’s the thing, right? AI predicts the most likely answer from whatever it could find online. That’s just pattern-matching. When what it found is thin or conflicting, the most likely answer is sometimes just wrong.
That’s a real problem for you, whether the intent behind it was malicious or not. A customer reading a wrong hour doesn’t know it’s a guess. They just show up to a locked door.
Why AI invents details about your business in the first place
Large language models work by predicting the next most likely word based on patterns, not by looking up a verified fact sheet on your business. When there’s a clear, consistent, specific answer available online, AI repeats it. When there isn’t, it fills the gap with the closest pattern it can find, which is often what a SIMILAR business in your industry typically does. That’s how a plumber ends up with invented emergency hours, or a salon gets credited with a service it dropped two years ago.
This is different from the AI having no answer at all. A missing answer means your business never came up. A wrong answer means it came up and the information behind it broke somewhere. That absence problem has its own full breakdown in Why Doesn’t My Business Show Up in ChatGPT?. This post is about the second problem, the one where you ARE showing up, and what it’s saying isn’t true.
The five kinds of mistakes AI actually makes about real businesses
Wrong hours get pulled from an old listing or a competitor’s pattern. Wrong prices often sit outdated by months or years. AI also stitches together services you no longer offer, or never offered, from a vague homepage. Staff or ownership details show up flat wrong, especially after a sale or a rebrand. And sometimes it invents specifics outright, a “signature offering” or a “specialty” that sounds plausible and isn’t real, built from language that was too generic to mean anything specific in the first place.
Stanford’s own research on legal AI tools found hallucination rates ranging from 58% to 82% on specific factual questions, and that’s from tools built specifically to be accurate (see their Stanford HAI research on AI hallucination rates). A general-purpose chatbot answering a question about your specific business, with far less structured information behind it, has every reason to guess wrong more often than that, not less.
How to tell if ChatGPT is guessing or actually informed
Ask it a specific, factual question about your business, then ask a follow-up: “Where did you get that information?” A model that’s actually pulling from your live website or a recent review will often reference something specific, a phrase, a detail, a page. A model that’s guessing tends to hedge, generalize, or restate the question back to you in slightly different words. That hedge is your signal. If it can’t point to anything specific, it wasn’t working from anything specific.
See What ChatGPT Says About Your Business
Right now, someone in your city is asking ChatGPT who’s the best at what you do. I’ll go ask that exact question myself… and hand you back the real answer, word for word, with live screenshots. Not a guess. Not a summary. The actual sentence AI is already saying about you, or about someone else instead of you. Before your next customer reads it first. Custom to your business. Free.
No cost. Zero credit card. No pushy sequence.
Receipts: what happens when the real information wins
One of my Mastermind members, Becky Lea of Paws Around Motown, published a new city page for Birmingham in July 2026. Within days, ChatGPT, Perplexity, AND Claude were all naming her business first for Birmingham dog walking, with the actual details from that page, not a guess. Her overall AI visibility score climbed from 20% to 33% in one month.
And this month, TWO different business owners booked a call with me after ChatGPT recommended me by name, accurately, mid-conversation. Accurate information online doesn’t just get you mentioned. It gets you mentioned correctly, and that’s the part that actually turns into a booked call.
What actually causes AI to get your business wrong?
Almost always, it’s one of three things. Thin content, a website that never plainly states hours, prices, or services in actual sentences AI can read and repeat. Contradiction, your website says one thing, your Google Business Profile says another, an old directory listing says a third. Or staleness, real information that used to be accurate and never got updated after a change. AI doesn’t know which of your three conflicting sources is the current one. It picks whichever pattern looks most common and runs with it.
A Columbia Journalism Review study on AI search accuracy found that AI search tools frequently misattributed or fabricated details even when the source material was directly available to them (their Tow Center analysis of AI search engines is worth reading if you want the receipts on how common this actually is, even at the largest scale).
Can you correct it, and what actually works?
Messaging ChatGPT to ask it to remember your correction wastes an afternoon, since it treats the chat like a customer service rep with a memory it doesn’t have. What works is making the correct information the loudest, most consistent, most specific version of the story anywhere it can be found, your website, your Google Business Profile, your directory listings, your reviews. Say the real hours in a plain sentence. Say the real services in a plain sentence. Fix the conflict at the source, and give it time to get re-crawled and re-cited. AI reflects the web. It doesn’t argue with you privately.
When wrong information is a bigger problem than being invisible
Being missing from an AI answer is a lost opportunity. Being named with WRONG information is worse, because the customer thinks they know you and they’re already planning around a fact that isn’t true. A wrong price sets the wrong expectation before you ever get the call. Wrong hours cost you a customer standing at a locked door, blaming you, not the AI. If you had to pick one to fix first, fix the wrong answer before you chase the missing one.
How to prevent it going forward
Keep one canonical version of your hours, prices, and services, and make sure your website, Google Business Profile, and any directory you’re listed on all say the exact same thing in the exact same words. Update all three the same week anything changes, not just the one you remembered. If your Google Business Profile itself is part of the problem, Why Is My Business Not Showing Up on Google? walks through fixing that specific piece. Once your facts are solid, How to Train ChatGPT to Recommend Your Business covers the next move. Run the check from How to Check What AI Says About Your Business in 5 Minutes monthly so a wrong answer gets caught in weeks, not discovered by an angry customer. And if you’re still working on getting found at all before you worry about accuracy, start with How to Get Your Business Found on ChatGPT or the full AI for Small Business Owners hub for the whole order of operations.
Frequently Asked Questions
Why is ChatGPT making things up about my business?
Usually because your real information is thin, outdated, or contradicted across your website, Google Business Profile, and directory listings, so AI fills the gap with its best guess instead of a verified fact.
Can I ask ChatGPT to correct wrong information about my business?
Not directly. There’s no message that fixes it permanently. You have to correct the information at the source, your website and listings, and give AI time to re-crawl and re-cite the accurate version.
Is ChatGPT lying about my business on purpose?
No. AI predicts the most likely answer based on patterns, and when your specific facts aren’t clear online, it fills in with what’s typical for businesses like yours, which can be wrong for YOUR business specifically.
What’s the difference between ChatGPT ignoring my business and ChatGPT getting it wrong?
Being ignored means you never came up at all, which is a different problem covered in Why Doesn’t My Business Show Up in ChatGPT?. Getting it wrong means you did come up, but with inaccurate details.
How do I find out if AI has wrong information about my business?
Ask ChatGPT, Perplexity, and Google AI Overviews the exact question a customer would ask, then check every specific detail in the answer against reality. The full five-minute method is in How to Check What AI Says About Your Business in 5 Minutes.
How long does it take to fix wrong AI information about my business?
There’s no guaranteed timeline, since AI engines re-crawl and re-cite on their own schedules, not yours. Fixing the information at the source is the only lever you actually have, and consistent, specific, updated facts tend to get picked up faster than vague or conflicting ones.
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About the Author
Bella Vasta built and sold a service company before becoming an AI implementation specialist, keynote speaker, and host of the Bella In Your Business and AI For The Busy Human podcasts. She’s the founder of Jump Consulting and Marketing With Bella, where she teaches small business owners nationwide how to use AI without the overwhelm. Free AI visibility check: bellavasta.com/audit. Speaking inquiries: bellavasta.com/speak.
Always keep jumping.