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Diagnose an inaccurate ChatGPT business description, trace the claims to sources and choose the right correction without guessing the cause.
A confident answer can still be the wrong answer.
ChatGPT can describe a business incorrectly because the available information is outdated, ambiguous or about another company, or because the generated answer makes an unsupported inference. You cannot identify which explanation applies just by reading a confident sentence. Preserve the answer and investigate the underlying claim.
For a business owner, the consequence is concrete: someone arrives expecting a service you stopped offering, asks for a plan that no longer exists or decides you are unsuitable because the description is inaccurate. Correcting the business information starts with finding the smallest claim that changes that decision.
This guide is a troubleshooting path for a wrong description. If the problem is that your business is absent from a recommendation, use why AI recommends your competitors. Absence and inaccurate description need different investigations.
Which kind of mistake are you dealing with?
Classify the error before changing pages. An old price, a confused identity and an invented capability can look similar in a summary, but they point to different work.
| What the answer says | First hypothesis to investigate | First useful action |
|---|---|---|
| A founder or address you do not recognise | Another company was described | Compare domain, name and location |
| A price that used to be correct | Historical information remains available | Trace the cited pricing source |
| A service your category usually offers | The answer overgeneralised | Check your service boundaries |
| Two conflicting current descriptions | Public sources disagree | Identify an approved source of truth |
| A claim absent from all shown sources | Unsupported synthesis or missing evidence | Preserve the claim and inspect each source |
These are investigation categories, not a claim about ChatGPT's internal reasoning. More than one can apply to a single response. Mark each claim separately and do not let one obvious error distract from a second material one.
How should you capture the problem?
Save the exact prompt and full answer, including visible source links and the date. Record whether this was a fresh conversation, which product or mode was used, language and any relevant location. A question that follows several messages about a competitor is not the same test as a new conversation about your company.
Write down the expected fact and its evidence alongside the response. “This feels wrong” is difficult to assign. “The answer says we deliver nationwide; our published delivery policy limits delivery to three regions” gives the reviewer something to verify.
Open the source pages yourself. Look for the exact statement, its date, the business it refers to and any missing qualification. A link can support one part of an answer without supporting every sentence beside it. Keep the distinction between a source that says something wrong and an answer that misstates a correct source.
If no sources are shown, record that limitation. Do not invent an attribution from a search result you found afterward. That result may still deserve correction, but it is only a candidate source unless the recorded response connects to it.
What does a useful correction look like?
A useful correction states the current fact, its scope and the action a customer can take. It should answer the question directly on the page responsible for that information.
Consider a fictional bicycle repair shop. The AI answer says it repairs every electric bicycle. The shop actually services mechanical components on e-bikes but only repairs electrical systems from supported brands. “We are e-bike experts” leaves the boundary unclear.
A stronger service description is: “We service brakes, tyres and drivetrain components on most e-bikes. Electrical diagnostics are available only for the systems listed below. Send the motor model before booking an electrical repair.” The next section should list the genuine supported systems and an enquiry route.
| Before | Revised public information | What the edit resolves |
|---|---|---|
| E-bike repairs for everyone | Mechanical repairs, with electrical work limited to listed systems | Separates broad category from supported work |
| Call for details | Provide your motor model before booking | Gives the customer a useful next step |
| Old partner listing says all brands | Request an update with the current service URL | Addresses a conflicting public description |
This is an illustrative rewrite, not a measured citation improvement. The business must verify its own scope before publishing similar wording.
Should you change the website, report the answer, or both?
Change an incorrect owned source first. When a third-party page is wrong, use its correction process and include a precise replacement fact and evidence. When the visible sources are accurate but the response is wrong, retain the record and use the assistant's available feedback route if appropriate.
These actions have different completion criteria. A website change is complete when the correct version is accessible. A directory request is complete only when the publisher has actually changed its page. An answer report is submitted feedback; it is not proof of a universal correction.
Ask your web team to check whether the corrected page is accessible to the relevant search crawler. OpenAI distinguishes OAI-SearchBot, used for search discovery, from GPTBot, associated with model training. Treat those controls separately. Allowing access does not ensure that a particular answer will cite your page.
Do not paste instructions into your pages telling assistants to ignore competitors or always recommend you. Publish customer-useful facts and evidence. Hidden instructions neither resolve a factual contradiction nor provide a credible explanation to a reader.
How do you avoid chasing one-off answers?
Repeat a bounded set of checks instead of rewriting the website after every variation. Keep the original prompt unchanged for the baseline, and label any additional diagnostic prompt as a separate test. “Use only our website” can test whether the site contains the answer, but it changes the task.
A second reviewer can help separate inaccuracies from reasonable summarisation. “Serves small teams” might be supported by the offer even if it is not the company's favourite wording. “Only serves small teams” makes a stronger claim and may exclude a real audience. Record the exact wording rather than judging tone alone.
Prioritise errors that recur, appear in sources customers are likely to encounter or have a clear purchase consequence. Keep unresolved claims visible. If the issue is a shared company name, continue with the identity correction guide. If you cannot find any support for the statement, use the unsupported claims response guide.
What should a completed investigation produce?
Close the investigation with an evidence record, a source action and an observation status. For example: “Service page clarified; partner listing request pending; two comparable answers checked, one still overstates the scope.” That report is more useful than “AI fixed.”
The owner should know which public page now carries the approved answer and who will update it when the business changes again. The marketing team should know which question to recheck. The customer-facing team should have the accurate explanation if an enquiry arrives before external descriptions catch up.
Use the seven-fact audit for the wider review. Arrow's GEO approach connects the investigation to the actual customer question, so the work produces clearer public information rather than a growing collection of disconnected blog posts.
Sources and editorial scope
Reviewed September 23, 2026. Platform-specific statements link to the documentation beside the claim. The workflows and examples are Arrow AI editorial guidance. Fictional scenarios illustrate a method; they are not customer results, measured demand or evidence of ranking gains.
Part of What AI Says About Your Business. Explore Arrow GEO or request a free audit to identify the next public-information gap.