/ โ† AEO Fixes / Wrong Attribution
In this guide
  1. The kinds of wrong attribution
  2. Why assistants misattribute
  3. The fix, step by step
  4. Writing your pages so they are harder to misquote
  5. Getting third-party sources corrected
  6. When the error is serious
  7. Stopping it happening again
  8. Questions and answers

The kinds of wrong attribution

"The AI got it wrong" covers several different problems, and each one has a different cause. Working out which one you are dealing with saves a lot of wasted effort.

What you seeLikely causeWhere to look first
A real statement from your site, but with a condition or exception droppedThe assistant summarised a passage and lost the qualifier.The cited page: is the condition in the same sentence as the claim?
A fact about you that used to be trueAn old page on your site, or an outdated listing elsewhere, is still being read.Archived blog posts, old PDFs, directory listings, your Business Profile.
A claim you never made, credited to your URLSeveral sources were blended and the citation was attached to the wrong one.The other sources in the same answer.
Details that belong to another businessA company with a similar name, or the same name in another town.Search results for your business name; the other company's site.
Something nobody has publishedThe assistant generated a plausible but false detail.Whether your own site leaves a gap the assistant filled with a guess.
A competitor's opinion of you presented as factA comparison page or review written by someone else was quoted without its context.The third-party page the answer cites.

Why assistants misattribute

When an assistant searches the web, it reads short passages from several pages and writes a new answer from them. Three things can go wrong in that process. It can pick a passage that is accurate on its own but misleading without the paragraph around it. It can merge facts from two sources and cite only one of them. And where the sources are thin or disagree, it can fill the gap with something that sounds right but is not.

Separately, what a model learned in training may be months or years old. If the assistant answers without searching, it may repeat a fact that was true when that data was collected. You cannot change that knowledge directly; you can only make sure current, clear information is there to be found when the assistant does search.

The practical lesson is that most wrong answers trace back to something real: an old page, a vague sentence, a conflicting listing, a namesake. Find that and you have something to fix. The purely invented errors are rarer, and they are the ones where feedback to the provider matters most.

The fix, step by step

Step 1

Record the answer exactly as given

Before you change anything, capture the evidence. Save a screenshot and copy the full text of the answer, the exact question asked, the assistant and mode used, the date, and every source it linked. Ask the same question again a few times and note whether the error repeats. Keep all of this in one log. An error that appears on every run deserves more effort than one that appeared once and has not come back.

Step 2

Open every source the answer cites

Click through to each linked page and search it for the wrong claim or something close to it. If the wording is on your own page, you have found the source. If it is on a third-party page, note the site and the exact passage. If none of the cited pages contains it, the assistant probably blended sources or filled a gap, which changes where you should focus. Also search the web for the claim in quotes to find uncited sources.

Step 3

Classify the error

Using what you found, decide which type of error this is: a lost condition, an outdated fact, a blended citation, a namesake mix-up, an invented detail or a third-party opinion quoted as fact. Also rate how much harm it does. A wrong price or a claim that you offer a service you do not is urgent; a slightly clumsy paraphrase may not be worth chasing. Write the type and the priority against each entry in your log.

Step 4

Correct and consolidate your own pages

Fix every page on your site that states the fact, not just the one that was cited. Update or remove outdated posts, PDFs and landing pages, and redirect retired pages to the current ones with a 301. Rewrite sentences where a condition could be dropped, so the claim and its limit sit in the same sentence. Put key facts such as prices, areas covered and services offered on one clear page that other pages link to.

Step 5

Fix the third-party sources feeding the error

Update your Google Business Profile, Bing Places, trade directories, social profiles and marketplace listings so they match your site. For articles and comparison pages that are wrong, contact the author or editor with the specific correction and a link to where the right information is published. Keep requests short and factual. For sites you cannot get corrected, publish the accurate information clearly on your own site so there is a better source available.

Step 6

Report the answer to the assistant

Most assistants have a feedback control on each answer, such as a thumbs down or a report option, with space to explain what is wrong. Use it, state the correct fact briefly and include the URL where it is published. Feedback is not a guaranteed correction and nobody publishes how quickly it is acted on, but it is the only direct channel. Where the answer concerns a named person, check whether the provider offers a privacy or personal data request form.

Step 7

Separate your business from lookalikes

If the error comes from a company with a similar name, make the difference obvious everywhere you control. Use your full business name consistently, state your location and what you do near the top of the home page and about page, and add Organization markup with your address, registered company number where you have one, and sameAs links to your official profiles. Avoid pages that describe you only by a short name you share with others.

Step 8

Recheck after the sources are recrawled

Once your pages are updated, request indexing in Search Console and Bing Webmaster Tools, and check that third-party corrections have been published. Then ask the same questions again, several times, in the same assistants. Record whether the error has gone, changed or remained. Corrections tend to show first in answers that search the web and last in answers from the model's trained knowledge, so a lingering error in some modes is common for a while.

Writing your pages so they are harder to misquote

Some sentences survive being summarised; others fall apart. The difference is usually whether each sentence carries its own context.

Easy to misquoteHarder to misquote
We offer free delivery. (Orders over ยฃ50 only, see below.)Delivery is free on orders over ยฃ50 to UK mainland addresses.
It's the fastest option on the market.In our own tests in March 2026, it was the fastest of the four models we sell.
We cover all of Yorkshire.We cover Leeds, Bradford and Wakefield. We do not cover North or East Yorkshire.
Prices from ยฃ99.A standard service costs ยฃ99. Jobs needing parts are quoted separately after inspection.

Also watch for pages where you quote someone else. If your blog quotes a critic's view in order to disagree with it, make the attribution explicit in the same sentence, for example "Some installers argue that..., but in our experience...". A quote with its source left in the previous paragraph is exactly the passage that gets lifted and credited to you.

๐Ÿ’ก Negative statements are useful. If assistants keep saying you offer something you do not, a plain sentence such as "We do not offer emergency call-outs" on the services page gives them something direct to use.

Getting third-party sources corrected

If the error lives on someone else's site, the assistant will keep finding it until that page changes or a clearer source outweighs it.

Stopping it happening again

Related reading: schema for AI answers covers the markup that helps assistants identify your business correctly, and AI hallucinations covers invented answers in more depth.

Questions and answers

1. Can I make ChatGPT or another assistant correct a wrong answer?

Not directly. There is no way to edit an AI answer, and feedback does not come with a guaranteed fix or a published timescale. What you can do is correct the sources the assistant reads, both on your own site and on third-party sites, and use the feedback control on the answer to report the error with a link to the correct information. Answers that come from a live web search usually improve once the sources change.

2. Why does the AI cite my site for something I never wrote?

Usually because it combined passages from several sources and attached the citation to the wrong one, or because it summarised one of your passages and dropped a condition or a quoted opinion that was not yours. Open every source linked in the answer and search each for the claim. If you find it on another site, that is the real source. If you find something close on your own page, rewrite that passage so it cannot be misread.

3. An assistant is using our old prices. What should I do?

Search your own site first, including old blog posts, landing pages and PDF price lists, because these are the most common source of outdated prices. Update or remove each one and redirect retired pages to the current price page. Then check your Business Profile, directories and marketplace listings. Put current prices on one clear page with a visible last updated date, request recrawling, and recheck the same questions after a few weeks.

4. The AI is mixing us up with a company that has a similar name. How do we fix that?

Make the difference unmistakable in every place you control. Use your full business name consistently, state your town and what you do near the top of your home and about pages, and add Organization markup with your address, company number and links to your official profiles. Check that directories and review sites have not merged your listing with theirs. Over time, clear and consistent signals give assistants what they need to tell the two apart.

5. Does the thumbs-down button actually do anything?

Providers say feedback is used to improve their products, but they do not publish how individual reports are handled or how quickly. Treat it as worth doing but not something to rely on. Give specific feedback: say exactly what is wrong, state the correct fact and include the URL where it is published. Then do the work that you control, correcting your own pages and third-party listings, because that is what changes the sources behind future answers.

6. Is a wrong AI answer about my business defamation?

It might be in some cases, but that is a legal question that depends on the exact statement, whether it causes serious harm and other factors. This page is not legal advice. For a serious false statement, keep a full record with dates and screenshots, use the provider's formal complaint channel as well as the feedback button, and speak to a solicitor before taking action. Most wrong answers are better solved by correcting the sources behind them.

7. How long before a corrected fact shows up in AI answers?

Answers that search the web can change once the corrected pages are recrawled and preferred over the old sources, which may take days to several weeks. Answers drawn from what the model learned in training can keep the old fact until the model is updated, which can take much longer. Recheck the same questions several times over a few weeks, and note which modes and assistants have picked up the correction and which have not yet.

Check what AI assistants say about you

The AI Visibility Tracker asks AI assistants the questions your customers ask and records whether your brand is cited, mentioned, recommended or missing, so you can spot answers about your business worth checking and track them over time.

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Related Guides: All AEO Fixes  ·  AI Hallucinations  ·  Schema for AI Answers  ·  Organization Schema  ·  Learning Hub

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