How to fix outdated information in AI answers

To fix outdated information in AI answers, find where the old fact comes from, correct it at the source, make the current fact clear on your own site, ask third-party pages to update theirs, and then re-check over several weeks. You can't edit the answer itself. You can change what the assistant reads.

Expect it to take time and more than one fix.

Why does outdated information appear?

The usual causes are ordinary:

• An old page still online. A pricing page, press release or blog post with figures that changed.
• Third-party copies. Directories, review sites and roundups that recorded your details once and never updated.
• Built-in knowledge. When an assistant answers without searching the web, it may rely on what it learned earlier.
• Conflicting pages. Your own site says two different things, and the assistant has to pick.

Seeing which applies tells you where to work. The training-versus-search distinction is in training data or live search.

How do you find the source?

Start with evidence.

1. Capture the answer. Quote the wrong claim, the question, the assistant and the date.
2. Open every cited page. Look for the sentence that matches. Citations show what the answer attributes to a page, so treat a match as strong but not absolute proof.
3. Search for the claim yourself. Put the old figure or phrase in a search engine and see where it appears.
4. Check your own site thoroughly: old blog posts, PDFs, help articles, archived landing pages.
5. Ask more than once. Run the question several times across the assistants to see how consistently the error appears. Why answers change every time you ask explains why one run is not enough.

If the claim has no cited source and appears in a single run, it may be a one-off. If it recurs, it is worth acting on.

What should you fix on your own site first?

You control these, so start here.

• Update or retire the old pages. Where a page is out of date, update it. Where it is obsolete, redirect it to the current equivalent or remove it.
• Make the current fact prominent. State it plainly on a page that is easy to find: pricing on the pricing page, your description on the homepage.
• Date the change where it helps. "Updated" lines on pricing and product pages signal currency.
• Remove contradictions. Make sure the same fact appears the same way everywhere.
• Check crawl access, so the updated page can be read. See AI crawlers and robots.txt.

A clear homepage matters too: see why your homepage confuses AI assistants.

How do you get third parties to update?

Contact the publisher with the correct fact, and make it easy.

• Find the right contact: an editor, a listing owner, a support form.
• State the correction briefly: what the page says, what is true, and a link to the page on your site that shows it.
• Be polite and specific. Editors are more likely to fix a clear, small request than a long complaint.
• Keep a record of what you asked and when.

For listings you own, such as business directories and review profiles, update them directly. A consistent set of details across profiles reduces the chance of a stale copy being read. For the bigger picture of these pages, see the kinds of pages AI assistants cite most.

Can you report the error to the assistant?

Many assistants have a way to give feedback on an answer, and it is reasonable to use it for a serious factual error. Do not rely on it. A report does not guarantee a change, and answers can differ between runs regardless. The dependable route is to correct the sources, because those are what future answers draw on.

How do you confirm the fix?

Re-check on a schedule instead of once.

1. Wait a while after the changes. Pages must be re-read, and there is no fixed delay.
2. Ask the same questions, under the same conditions: same wording, signed out, several runs, each assistant.
3. Compare with your saved original. Is the old claim less frequent? Does the answer now cite the corrected page?
4. Log the result, and repeat later.

Treat partial progress as progress. An error that drops from most runs to a few is moving. Only call a change real if it is larger than ordinary variation, as set out in how to track AI visibility over time.

What if the error persists?

Go back through the chain. A different cited page may carry the old fact, a stale copy may exist elsewhere or the assistant may be answering without search. Keep the correct fact visible in several reliable places, and keep monitoring. For a general routine of spotting errors, see how to spot when AI says something wrong about your business.

Which errors are worth fixing first?

Sort by cost. A wrong price, a retired product described as current or a claim that you offer something you do not can lose customers, so fix those first. A slightly dated description of your team or history matters less. Fixing the high-cost errors at their source also tends to help the minor ones, because the same stale pages are often behind several of them.

To see how a site is read today, try the Citewake checker. Citewake's own approach to errors is to add corrections beside the original publication, never to write over it, as set out in the methodology.