Guides September 2026

How to fix wrong information about your brand in AI answers

What to do when ChatGPT, Perplexity, Claude or Google's AI Overviews get your brand wrong: trace the source, fix what you control, ask other sites to correct theirs, and use each engine's documented feedback route, knowing none guarantees a fix.

Mark HenryEditor

Disclosure: VisibilityOS is published by the team that builds Cituna, one of the tools discussed here. Read this as our view, not a neutral review.

Find where the wrong fact comes from, correct it at every source you control, ask the owners of other sources to correct theirs, and report the answer through each engine's feedback route. Do all of it, because no single step is guaranteed to change the answer on its own.

The makers are candid about this. Google says AI Overviews "can and will make mistakes". OpenAI says ChatGPT's search results and citations can be incomplete, outdated or incorrect. What they document is how answers are built and how to send feedback, and that is what this guide works from.

Step 1: Find where the answer comes from

  1. Ask the question in the engine that got it wrong, and save the answer with the date and the exact wording you used.
  2. Save the answer's link if the engine offers one. Perplexity asks for the URL of the query in reports of inaccurate answers.
  3. Open every source the answer cites and find the sentence that carries the wrong fact.
  4. Ask again on another day and in the other engines. As our methodology notes, answers vary between runs, and a single wrong answer may not repeat.

Most answers that cite sources are built from pages the engine retrieved. Google describes its AI features as grounded in pages its ranking systems pull from the Search index, and Anthropic notes that the quality of Claude's answers depends on the sources it references. An answer that cites nothing may instead reflect what the model learned in training. Anthropic warns that Claude may not have been trained on the most up-to-date information.

Where a wrong fact can come from, and who can fix it
Source of the errorWho can fix itWhat to do
An old or unclear page on your own siteYouCorrect, redirect or remove the page
A fact your site never states in readable textYouPublish it as plain HTML text
A roundup, review or directory pageIts ownerAsk them to correct it, with evidence
Google's knowledge panel or Business ProfileYou and GoogleClaim and suggest edits, or update the profile
No cited sourceNobody directlyCorrect the public record and report the answer

Step 2: Fix what you control

State the correct fact once, plainly, on the page that should own it: pricing, product, about or documentation. Put it in the HTML the server sends, with the date it was last checked. In our test of nine AI visibility pricing pages, two gave a crawler no readable price. When your own page has no readable figure, any figure an engine repeats has to come from somewhere other than your page.

Then clean up around it:

  • Update or redirect old pages that still carry the old fact, such as past pricing pages and launch posts.
  • Make sure the engines' search crawlers can read the page, as covered in robots.txt for AI crawlers.
  • Add Organization markup with sameAs links to your official profiles, as described in schema markup for AI search.

Finally, tell the engines the page changed. For Google, ask it to recrawl the page; Google says crawling can take anywhere from several days to several months. For Microsoft's engines, Microsoft says IndexNow, which notifies participating search engines when content is added, updated or removed, helps AI systems reference the current version of a page.

Step 3: Fix Google's own records

Google's knowledge panels are generated from information across the web, and Google says they update automatically as that information changes. It also takes corrections directly.

  1. Search for your company and find its knowledge panel.
  2. Click Claim this knowledge panel and verify through one of the official sites or profiles Google lists.
  3. Click Suggest edits, then Edit next to the wrong fact.
  4. Describe what is wrong and link to public pages that support the correction.

Google says it reviews feedback from verified users within a few days. Not every panel can be claimed; for those, anyone can use the Feedback link on the panel. Google's guidance on AI features also lists keeping Business Profile and Merchant Center information up to date. Our glossary entry on the Knowledge Graph explains where panels come from.

Step 4: Ask other sites to correct theirs

Third-party pages carry a lot of weight in AI answers. In our study of 3,531 answers from seven engines, roundups alone took 52.5 percent of the citations to the 100 most-cited sites. An out-of-date list can keep being read until someone updates it.

Email the author of each page that repeats the error. Quote the wrong sentence, give the correct fact in one line, and link to the page on your site that shows it. How to get into "best tools" roundups covers how to approach list authors.

If the error is on Wikipedia, follow its conflict of interest guideline. It says editors with a conflict of interest should disclose it, and are strongly discouraged from editing the article directly. Propose the change on the article's talk page instead, with sources.

Step 5: Report the answer to each engine

How each engine maker asks for inaccurate answers to be reported, as documented on 23 September 2026
EngineWhere to reportWhat the maker says
Google AI OverviewsThumbs down under the overview, then Report a problemThe report includes your query and its results, and helps improve AI Overviews
ChatGPTThumbs down under the answerOpenAI asks users to flag incorrect answers this way, and says the conversation may then be used to improve its models
ClaudeThumbs down under the answerAnthropic invites feedback on unhelpful responses this way
PerplexityFlag icon under the answer, or a support ticketIt asks for the query URL and a description of the error, and lists misinformation and outdated information among the issues it looks for

OpenAI also runs a content reporting form for material that may break its terms of use or the law. It says reported domains may be reviewed by its Model Quality team, which may apply filters or other mitigations so that ChatGPT relies less on unreliable sources.

None of the reporting routes in the table comes with a timescale. Of all the routes in this guide, only Google's knowledge panel feedback has a stated review time.

What not to do

  • Do not manufacture mentions. Google's guide to its generative AI features says seeking inauthentic mentions is not as helpful as it might seem, and its spam policies cover attempts to manipulate generative AI responses in Search.
  • Do not overstate your own facts. A correction that exaggerates in the other direction is simply a new error for the next answer to repeat.
  • Do not promise a date. Treat each route as one input and measure the result, engine by engine.

What to do first

  • Save the wrong answer, with the engine, the date, the wording and every cited source.
  • Correct the fact on the page that should own it, as plain text, with a date.
  • Email the owner of each cited page that repeats the error.
  • Report the answer through each engine's feedback control.
  • Ask the same question on each engine again after the fixes, and keep asking over the following weeks.

Sources

  1. Google Search Help, Find information in faster and easier ways with AI Overviews in Google Search. Retrieved .
  2. OpenAI Help Center, Reporting Content in ChatGPT and OpenAI Platforms. Retrieved .
  3. OpenAI Help Center, Searching the web with ChatGPT. Retrieved .
  4. OpenAI Help Center, What is ChatGPT?. Retrieved .
  5. OpenAI Help Center, How your data is used to improve model performance. Retrieved .
  6. Claude Help Center, Claude is providing incorrect or misleading responses. Retrieved .
  7. Perplexity Help Center, How can I report incorrect or inaccurate answers?. Retrieved .
  8. Google Knowledge Panel Help, About knowledge panels. Retrieved .
  9. Google Knowledge Panel Help, Get verified on Google. Retrieved .
  10. Google Knowledge Panel Help, Submit feedback on content about you. Retrieved .
  11. Google Search Central, AI features and your website. Retrieved .
  12. Google Search Central, Optimizing your website for generative AI features on Google Search. Retrieved .
  13. Google Search Central, Spam policies for Google web search. Retrieved .
  14. Bing Webmaster Blog, Introducing AI Performance in Bing Webmaster Tools Public Preview. Retrieved .
  15. Wikipedia, Conflict of interest guideline. Retrieved .
  16. VisibilityOS, What seven AI engines cite when you ask about AI visibility tools. Retrieved .
  17. VisibilityOS, Nine AI visibility pricing pages, read the way an AI crawler reads them. Retrieved .
  18. VisibilityOS, Methodology. Retrieved .