How to Fix Wrong or Outdated Information About Your Company in ChatGPT

A buyer asks ChatGPT what your company costs, and it quotes a package you retired two years ago. Another asks who you serve, and it describes a product line you sold off. Nobody on your team sees either conversation, but both buyers walk into the first call with the wrong picture, or never book it.

This guide shows how to trace a wrong ChatGPT answer to its source, fix the pages that feed it, make sure OpenAI can actually read the correction, and retest until the answer changes. Every step uses OpenAI's own documentation, not guesswork about a hidden "edit" button that does not exist.

Last updated - October 2026

Key Takeaways

• There is no form that lets a company edit what ChatGPT says about it.
• Answers built with ChatGPT Search come from live web pages, so fixing those pages changes them first.
• Answers built without Search come from training data and can lag until a model update.
• Blocking OAI-SearchBot keeps your corrected pages out of ChatGPT Search answers.
• Retest the same buyer prompts weekly and log the cited sources until the answer flips.

Why ChatGPT Gets Your Company Wrong

Let's start with the uncomfortable part. OpenAI's own help center says ChatGPT can produce incorrect or misleading outputs and may sound confident even when it is wrong. The same page lists the causes that matter most for a B2B brand: a training cutoff, missing access to a website because of robots.txt or technical issues, and over-simplification.

OpenAI's September 2025 research post, Why language models hallucinate, adds one more reason. Arbitrary, low-frequency facts cannot be predicted from patterns, so models guess. Your pricing, founding year, and current product lineup are exactly that kind of low-frequency fact unless the web repeats them consistently.

The problem is not small. In March 2025, the Tow Center at Columbia Journalism Review ran 1,600 queries across eight AI search tools and found incorrect answers to more than 60 percent of them. ChatGPT Search misidentified 134 of its 200 test articles and signaled uncertainty only 15 times.

In practice, wrong company answers trace back to four sources:

• Stale training data. The model learned an old version of your site, deck, or press coverage.
• A wrong page it still trusts. An old blog post, PDF, directory listing, or review profile repeats the outdated fact.
• Entity confusion. A company with a similar name, or a former brand name, gets merged with yours.
• Blocked or unreadable pages. Your corrected page exists, but OpenAI's search crawler cannot fetch or render it.

If competitors are getting recommended while your facts are wrong, the two problems usually share a root cause. The breakdown in why competitors show up in ChatGPT and you do not covers the visibility side.

Step 1: Diagnose Whether the Error Comes From Search or Training

Here's why that distinction matters. According to OpenAI, responses without search are based on what the model learned during training, while responses with search or deep research can access and cite real-time web sources. The fix and the timeline differ for each.

Run the diagnosis like a test, not a complaint:

1. Open a new chat with no memory or prior context about your company.
2. Ask the exact question a buyer would ask, such as "What does [Company] charge?" or "Who is [Company] built for?"
3. Record the date, the full answer, whether a Search step ran, and every cited URL.
4. Ask again with Search turned on from the tools menu, and compare the two answers.
5. Open each cited source and copy the sentence that supports the wrong claim.

OpenAI's search help page is blunt that search results and citations can be incomplete, outdated, or incorrect. That is useful for you: when the error comes with a citation, you have a specific URL to fix.

Step 2: Fix Your Own Source-of-Truth Pages First

ChatGPT cannot repeat a correct fact you never published. Start with the pages a buyer, and a model, would treat as authoritative: pricing, about, product or service pages, leadership, and FAQ.

• State facts literally. "Founded in 2014, headquartered in Denver" is quotable. "A decade of serving clients" is not.
• Put the answer next to the question. A pricing page should say the current starting price in the first lines, not behind a form.
• Remove the contradictions. Old blog posts, PDFs, and landing pages that repeat retired packages need an update, a dated correction note, or a redirect.
• Add a dated change note for big changes like a rebrand, a new price, or a discontinued product.
• Mark up the entity. Organization schema with sameAs links to your official profiles helps models separate you from similarly named companies. See schema markup for AI search.

Austin Heaton's team ran this exact cleanup on austinheaton.com in October 2026. Older posts still carried retired package names and outdated proof metrics, so every page was brought back to one consistent offer: engagements from $5,000 a month with a 3-month minimum. One stale page can contradict ten correct ones, which is why the sweep covered old posts, not just the pricing page.

Step 3: Make Sure OpenAI Can Read the Corrected Page

A correct page that OpenAI cannot fetch is invisible. OpenAI's crawler documentation says sites that opt out of OAI-SearchBot will not be shown in ChatGPT search answers, and that it can take about 24 hours after a robots.txt change for its systems to adjust.

• Allow OAI-SearchBot in robots.txt if you want to appear in ChatGPT Search. GPTBot is the separate training crawler and can be set independently.
• Check your CDN or firewall. OpenAI recommends allowing requests from its published IP ranges, and bot protection often blocks them silently.
• Render facts in HTML. Prices and product names loaded only by client-side JavaScript are easy for crawlers to miss.
• Ping Bing after updates. OpenAI's help center lists Microsoft among its search providers, and Bing supports IndexNow, which notifies search engines of changed URLs instead of waiting days or weeks for a recrawl.

If you are not sure whether you are blocked, start with how to tell if AI crawlers are blocked on your website.

Step 4: Correct the Third-Party Sources ChatGPT Cites

On the flip side, your website is only one voice. When a cited source is a directory, review site, or article you do not control, the fix is a correction request, not a rewrite of your own page.

• Profiles you control: LinkedIn, Crunchbase, G2, Capterra, Google Business Profile, and industry directories. Update them to match your site word for word on the core facts.
• Pages you do not control: send the editor the URL, the exact wrong sentence, the replacement sentence, and a public primary source that proves it.
• Old press: publish a dated announcement on your own site for the change, so newer coverage has a source to cite.

The difference between being named and being cited matters here. A mention in a stale listicle can keep an old fact alive long after your site is correct. See AI mentions vs AI citations for how to prioritize which sources to chase.

Step 5: Report the Answer, Then Retest on a Schedule

Use the thumbs-down control under the wrong response and explain what is incorrect, with a link to the corrected source. Feedback is worth doing, but it is not the fix. The sources are.

Then retest the same buyer prompts in a new chat every week, with Search on and off. Log the answer, the cited URLs, and the date. Expect search-grounded answers to move first, once the corrected pages are recrawled. Answers that come only from training data can lag until OpenAI ships a model trained on newer data, so keep publishing the correct version consistently in the meantime.

For brands that sell high-consideration B2B products, this monitoring is part of a broader AEO program. Austin Heaton scopes it on ChatGPT optimization services, and published results include the Riseworks case study, the Lumanu case study, and the iSpeedToLead case study.

Fixing Wrong ChatGPT Information: FAQ

Can a company edit what ChatGPT says about it?

No. OpenAI does not offer a business profile or correction form that changes answers for every user. You change the answer by correcting the sources ChatGPT searches and learns from, then retesting.

How long does it take for ChatGPT to show corrected company information?

Answers that use ChatGPT Search can change after the corrected pages are recrawled, which OpenAI says takes about 24 hours for robots.txt changes alone. Answers based only on training data can lag until a newer model ships.

Why does ChatGPT show outdated pricing for a company?

Usually because an old page still states the old price, or because the model learned it before your change. Update every page that mentions pricing, add a dated change note, and make sure OAI-SearchBot can crawl your pricing page.

Does the thumbs-down button fix wrong answers about a company?

It sends feedback to OpenAI, but it does not edit the answer. Include the correction and a source link, and treat it as a supplement to fixing the underlying pages.

Should you block GPTBot to stop ChatGPT from repeating old information?

Blocking GPTBot only signals that your content should not be used for training. To appear correctly in ChatGPT Search, you need OAI-SearchBot allowed so it can read your corrected pages.

How much does Austin Heaton charge to fix AI search visibility and accuracy?

Engagements start at $5,000 a month with a 3-month minimum. Local AEO is a $3,000 a month add-on, and white-label AEO is offered. See /pricing for details.

What to Do This Week

Pick the ten questions a buyer is most likely to ask about your company: pricing, who it is for, alternatives, integrations, and whether you are still operating as you are today. Run each one in a new ChatGPT chat with Search on, and log every wrong fact with its cited URL.

Fix your own pages first, confirm OAI-SearchBot can read them, then work through the third-party sources. If the list is long, or the errors are costing pipeline, review pricing and book a call when the $5,000 monthly floor fits.