Hallucination
When an AI engine states something as fact that is not true, either invented outright or misread from a source, presented with the same confidence as a correct answer.
You probably already saw an AI engine say something about a business with total confidence. The unsettling part is that confidence and accuracy are not the same thing.
What a hallucination is
A hallucination is an AI answer that is stated as fact and is not true. Sometimes the engine invents it from nothing. More often, for a real business, it misreads a real source, repeating a price you changed, a service you dropped, or a detail it stitched together wrong.
The tone is identical to a correct answer. That is what makes it costly: a reader has no signal that the confident sentence about your hours, your pricing, or your offering is mistaken.
Why your page is part of the picture
When an engine reads your page to answer, ambiguity is fuel for error. Two prices on the page with no labels. A service mentioned in passing that you no longer offer. A claim a person would read in context but a machine reads literally.
Machine-readable structure narrows that gap. A fact that is labeled, stated once, and stated plainly is harder to misread than the same fact left to inference.
The old way and the new way
The old way only worried about whether a human understood the page. People resolve contradictions and read intent, so a little mess was harmless.
The new way accepts that a machine may read the page and speak for you. It does not resolve contradictions gracefully. It reads what is there, and if what is there is unclear, the misread can become an answer.
The damaging admission
Be clear about the limit. Cleaning up your own pages reduces one cause of hallucination: an engine misreading you. It does not stop an engine from getting you wrong by relying on a third-party page, an old cache, or its own training.
So this is honest risk reduction, not a shield. We can help your pages be read correctly. We cannot promise an engine will never state something wrong about you, and we will not pretend otherwise.
How to check yours
Take the facts you would least want misquoted: price, offering, location, hours. Ask whether each is labeled and stated once on the page, or whether a machine could find two versions and pick the wrong one.
Run a free scan on any URL to see how an engine reads your facts today, or read how Citedon makes a site agent-ready and keeps it re-checked as your content changes.