Does ChatGPT make things up about my business?

What a made-up answer looks like

Tell me about Blue Door Bakery.

Blue Door is a cozy coffee roaster on Harbor Street. A dozen cookies runs about $40. It is one of the Sweet Crumb chain locations.

ChatGPT

✕Every fact here is wrong. Nothing warns the buyer.

Someone asks ChatGPT about your business. The answer reads clean and sure. It names a price you never charged and a street you moved off years ago. Nothing in the answer flags a guess. The buyer reads it as fact and plans around it.

This is a hallucination. AI does not lie on purpose. It predicts the next likely words. Sometimes the likely words are the wrong ones. The danger is the tone. A made-up price looks exactly like a real one.

Why AI fills in the blanks

AI hates a blank. You ask about a business it has read little about. It reaches for the closest pattern it knows. A small bakery with a thin web presence gets described like the average bakery, not like yours. The gap gets filled with a guess that fits the shape of the question.

Give AI a clear, current fact in plain words. It has less reason to guess. If your own site never states your price, your hours or who owns the shop, AI makes them up. State the fact plainly in one place. You hand AI the true version to repeat.

None of this reaches AI if it cannot open your site. Some site builders and firewalls block the AI crawlers by default, so AI never sees your true facts and guesses the rest. Check whether your site blocks AI first.

The facts AI gets wrong about a business

The report pulls the wrong claims out of the answers and lines each one up against the truth. They fall into a few kinds: what you are, who owns you, where you are, and what you charge. Each one is a fact a buyer acts on before they ever reach you.

Check it: open a fresh chat with no history. Ask ChatGPT for your price, your address, your hours and who owns you. Write down every answer that does not match the truth. That list is your starting point.

Wrong from a page, or wrong from memory

A wrong fact comes from one of two places. AI read a page that carried it, or AI made it up from old training. Telling them apart points you at the fix.

Check it: ask the same question with web search on, then again with it off. A wrong answer only with search on means a page is feeding it. Fix or outrank that page. A wrong answer with search off means old training, which changes on its own only when a new model ships.

You cannot rewrite the model. You can flood the fresh web with the right fact so the next read gets it correct.

What you can fix, and what you cannot

You cannot log into ChatGPT and correct it. Anyone promising to edit AI answers this week is selling smoke. The real work fixes the sources. It takes weeks, not days.

The wrong price fades as the right one spreads. You check again later and watch the answer move toward the truth.

1. 1.State the true fact on your own site, in plain words, with a date where freshness matters.
2. 2.Match it on the listings buyers and AI both read: your Google Business Profile and the directories for your trade.
3. 3.Give the wrong answer a thumbs down in ChatGPT and say what the right fact is.
4. 4.Earn a mention on a page AI already trusts in your market, carrying the correct fact.

See what AI gets wrong about you

What is [your business] and what does it sell?

Where is [your business] and what does it charge?

Who owns [your business]?

ask each one, in a fresh chat

You can find the wrong facts yourself in five minutes. Open a fresh chat in a private window so old chats and your own account do not soften the answer. Ask what you are, where you are, what you charge and who owns you. Read the answers as a stranger would. The step-by-step lives in what ChatGPT says about your business.

The answers that miss are your fix list. Each wrong fact points at a source to correct or a page to earn.