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How to Fix Wrong Information About Your Brand in ChatGPT

By Bhuwan Aryal, founder of TrendlyAIPublished 10 min read

Last updated: November 2026

You cannot edit ChatGPT's answer directly, and OpenAI has no correction form for companies. What you can do: find out whether the error comes from training data or from a web page ChatGPT searched, fix that source, make your facts match everywhere, and send feedback in ChatGPT. Search errors can clear once sources change. Training errors take longer.

Key takeaways๐Ÿ”—

Why does ChatGPT get facts about my brand wrong?๐Ÿ”—

ChatGPT gets brand facts wrong because it either learned outdated or mixed-up information during training, or it searched the web and found a page that is wrong. Telling the two apart is the first step, because they are fixed in different ways.

Training data. OpenAI says its models are developed using "information that is publicly available on the internet," information from partners, and information from users, trainers and researchers (OpenAI Help Center). The same article explains that the models "do not store or retain copies of the data they are trained on." They learn patterns and then "predict the next most likely word." So if old pricing, a former product name or a competitor's feature was common on the web when the model was trained, the model can repeat it with confidence. There is no single record you can open and edit.

OpenAI's privacy policy says this plainly: "the words most likely to appear next may not be the most factually accurate," and "you should not rely on the factual accuracy of output from our models" (OpenAI Privacy Policy).

Web search. ChatGPT "may search the web automatically when your question would benefit from current information," and responses that use search can include citations (OpenAI Help Center). OpenAI's own help page warns that "search results and citations can be incomplete, outdated, or incorrect." If a review site, a directory or an old press release has the wrong facts and ranks for the query, ChatGPT can pick them up.

Here is how to tell which one you are dealing with:

Signal in the answerLikely sourceWhat fixes it
Citations or a Sources button with linksChatGPT searchFix or outrank the cited pages
No citations, confident general statementsTraining dataConsistent facts across the web, over time
Old facts that were true a year or more agoUsually training dataUpdate every page that still shows the old facts
Your brand confused with a similar nameEntity confusionClear, consistent naming, Organization schema, matching profiles

If you are unsure, ask the same question again and select Try again or Search the web, which OpenAI lists as options for regenerating a response with web results (OpenAI Help Center). If the search version is correct and the plain version is wrong, the problem is in training data.

Can you ask OpenAI to correct ChatGPT?๐Ÿ”—

You can send feedback and reports, but OpenAI does not offer a way for a company to edit what ChatGPT says about it. Here are the options OpenAI documents, and what each is meant for.

OptionWhereMeant forUseful for brand errors?
Thumbs down on a responseUnder any ChatGPT messageGeneral feedback on a responseYes, as a signal. No promise of a fix
Report (Safety or Legal concern)Thumbs down, then "Select an issue"Content that may violate OpenAI's Terms of Use or the lawOnly if the content is defamatory, deceptive or infringing
Content reporting formopenai.com/form/report-contentPolicy violations or illegal content, with URLsSame as above. Categories include "Spam, fraud & deception" and trademark
Trademark formTrademark and counterfeit disputesTrademark infringement or counterfeit goodsOnly for trademark issues
Privacy correction requestprivacy.openai.com or [email protected]Inaccurate information "about you" as a personNot designed for company facts

Sources for this table: OpenAI's reporting guide (OpenAI Help Center), the report form itself (OpenAI) and the privacy policy (OpenAI).

Two details are worth knowing. First, OpenAI used to have a separate model behavior feedback form. It now says "We've deprecated this web form in favor of other channels" and points people to the thumbs down button and the report options instead (OpenAI). Second, the reporting guide says that "reported domains and other content may be reviewed by OpenAI's Model Quality team, which may apply filters or other mitigations to help prevent ChatGPT from relying on unreliable sources in future responses" (OpenAI Help Center). That is the closest thing to a correction path for a bad source. It is not a promise, and it is meant for unreliable or deceptive sites, not for a review that is simply out of date.

The privacy correction route deserves a clear warning. The policy says that if ChatGPT output "contains factually inaccurate information about you," you can request a correction or removal, and OpenAI "will consider your request based on applicable law and the technical capabilities of our models" (OpenAI Privacy Policy). That wording is about personal data. It may apply to errors about you as a founder, but probably not to your company's pricing.

When you use the thumbs down button, write the wrong statement, the correct fact and a link that proves it. Then move on to the fixes you control.

How do you correct the sources ChatGPT uses?๐Ÿ”—

To correct the sources ChatGPT uses, start with the pages it cites, then fix your own site, then fix the third-party pages that repeat the error. This works for both search answers and, over time, the web content future models learn from.

1. Collect the evidence. Run the questions buyers actually ask, such as "What does [brand] cost?" Save the answer, the date and every cited URL.

2. Fix your own pages first. Make sure your homepage, pricing, about and product pages state current facts in plain sentences near the top. Update, redirect or add a dated note to old pages that still describe retired plans or products.

3. Fix the third-party pages ChatGPT cites. ChatGPT often cites review sites, directories and lists rather than brand sites. Our breakdown of what sources ChatGPT cites covers the patterns. Update your listings on review sites and directories you control. For articles you do not control, email the author or editor with the specific error and a source.

4. Publish a clear answer to the question that went wrong. If ChatGPT keeps getting your pricing wrong, a plain pricing page with the numbers in text (not only in an image) helps. If it confuses which features you have, a short FAQ helps. Our guide on how to get cited by ChatGPT explains how to write pages that are easy to quote.

5. Make sure ChatGPT search can read your corrections. OpenAI's crawler docs say sites that block OAI-SearchBot "will not be shown in ChatGPT search answers," and that a robots.txt change can take "~24 hours" to take effect (OpenAI). If your corrected page is blocked, ChatGPT search keeps citing the wrong pages. Bing indexing matters too; see does ChatGPT use Bing.

What does entity consistency have to do with wrong answers?๐Ÿ”—

Entity consistency means your brand is described with the same name, category, location and key facts everywhere it appears, so AI systems treat all those mentions as one company. Inconsistent descriptions are a common cause of mixed-up answers, especially when your brand name is shared with another company or a common word.

Practical steps:

The GEO audit checklist includes an entity consistency check you can run in an afternoon.

What about Google AI Overviews, Perplexity and Claude?๐Ÿ”—

Each AI assistant has its own feedback buttons and its own sources, so a fix in one does not carry over to the others automatically. Google, for example, lets you give a thumbs down on an AI Overview if it is "unhelpful, inaccurate, biased, or otherwise problematic," and recommends adding details in the text field (Google Search Help). Google also states that "AI Overviews can and will make mistakes."

The source work is shared, though. A corrected pricing page, a fixed review listing and consistent profiles help every engine that reads the web. Claude's search uses its own crawler, Claude-SearchBot, and Anthropic says blocking it "may reduce your site's visibility and accuracy in user search results" (Anthropic). Perplexity says PerplexityBot is "designed to surface and link websites in search results on Perplexity" (Perplexity). Check that none of these are blocked. Our GEO hub covers each engine.

How long does a fix take, and how do you know it worked?๐Ÿ”—

Fixes to search-based answers can show up as soon as the corrected pages are crawled and ranked, while fixes to training-based answers depend on future model updates and have no published timeline. OpenAI ships model updates regularly and lists them in its model release notes, but it does not say what web content each one learned from.

Because ChatGPT can answer the same question differently each time, do not judge a fix on one check. OpenAI itself says "the same question may yield different answers across different queries" (OpenAI Help Center). Run the same questions on a schedule and watch the share of answers that get the fact right. Our guide to tracking ChatGPT performance over time explains how to set that up.

I track TrendlyAI's own domain this way and publish the score, which is still low. The pattern I see is the one above: fixing our own pages is fast, and getting other sites to describe the product the same way is the slow part.

For a quick look at what ChatGPT and Perplexity say about your brand today, the free TrendlyAI check runs 5 prompts in about 30 seconds, with no signup.

Frequently asked questions๐Ÿ”—

Can I make OpenAI change what ChatGPT says about my company?๐Ÿ”—

Not directly. OpenAI offers a thumbs down button for feedback and a reporting form for content that may break its Terms of Use or the law. Its privacy correction request is for inaccurate information about a person. For company facts, the reliable path is fixing the sources ChatGPT learns from and cites.

Why does ChatGPT still show our old pricing?๐Ÿ”—

Either the model learned the old price during training, or ChatGPT search found a page that still shows it. Check whether the answer has citations. If it does, update or contact the cited pages. If it does not, update every page on the web that still lists the old price and wait for later model updates.

Does reporting a wrong answer remove it?๐Ÿ”—

There is no guarantee. OpenAI says reported domains may be reviewed by its Model Quality team, which may apply filters so ChatGPT relies less on unreliable sources. That is aimed at unreliable sites, not every factual error. Treat feedback as one signal and fix the sources too.

What if ChatGPT confuses my brand with another company?๐Ÿ”—

That is an entity problem. Use one exact brand name and description everywhere, add Organization schema with sameAs links to your profiles, and make your category and location clear on your homepage and about page.

ChatGPTGEOGuides

About the author

Bhuwan Aryal is the founder of TrendlyAI, a tool that tracks whether ChatGPT, Claude, Perplexity and Google AI Overviews recommend a brand or its competitors. He builds and runs the product himself and tracks TrendlyAI's own AI visibility in public.

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