When the answer is fiction

AI Made Up Facts About My Business: How to Trace, Report and Replace the Fiction

According to one AI answer, your bakery does wedding catering, charges $45 a dozen and was founded by someone you have never met. None of it is true. Here is how to tell an invented fact from a copied one, how to report it to each engine, and how to give the machine something better to say.

October 9, 2026 · 9 min read

The short answer

AI engines invent business facts when the record has gaps, when they blend you with a similar business, or when they misread a real page. Save the answer and its date, then open any cited source and correct it. If nothing is cited, publish the missing facts on your site and report the answer through each engine's feedback button.

On this page
  1. The service you never offered, at a price you never charged
  2. Why a confident machine fills in blanks
  3. Document, trace, correct, report
  4. Where to report a made-up answer, engine by engine
  5. When an invented fact turns into a legal problem
  6. Don't fight fiction with more fiction
  7. How long the fiction lasts, and when we can help

The service you never offered, at a price you never charged

This is the error that makes owners angriest, and with reason. A wrong phone number is clerical. An invented fact is a claim about your business that you never made, delivered in the calm voice of an encyclopedia. Customers repeat it on the phone. Some arrive expecting a service you do not offer, at a price you would lose money on.

  • Services: "offers 24-hour emergency repairs" when you close at six, or a whole service line you dropped or never had.
  • Prices: a starting price, a discount or a free estimate policy that appears nowhere you have published.
  • People and history: the wrong owner, a founding year off by a decade, a "family business" story that belongs to someone else.
  • Reviews and ratings: a star average that matches no platform, or a paraphrased complaint no customer ever wrote.
  • Credentials: an award, certification or license you do not hold, which can be worse than an insult in a licensed trade.

Start by confirming the problem is real and repeatable. Ask the same question again, ask it in a second engine, and run it through our free AI visibility check to see what several engines say side by side. A fabrication that appears once and never again matters less than one every engine repeats.

Why a confident machine fills in blanks

The vendors say it plainly. Google says Gemini can hallucinate and present inaccurate information as fact, and that AI Overviews may include mistakes. Anthropic says Claude can give incorrect or misleading responses and should not be treated as a single source of truth. These systems write the most likely next sentence. When the record about you is thin, the most likely sentence is borrowed from businesses like yours.

Common invented facts, their usual causes and the check that tells them apart
Usual causeHow to checkWhat fixes it
Invented servicesYour site lists services vaguely, so the engine fills in what businesses in your trade usually offerSearch your own site for the service; if it is absent or ambiguous, that is the gapA clear services list, including what you do not do
Invented pricesNo published prices or quoting method, so typical industry numbers stand inLook for any price on your site, listings or cited pagesPublished ranges, or a plain explanation of how you quote
Wrong owner or historyBlending with a similar name, or misreading a partner or former owner on an old pageSearch the wrong name with your business name; check cited pagesAn about page stating ownership and founding year
Made-up reviews or ratingsSummarizing several platforms loosely, or mixing in another business's reviewsCompare the claim with Google, Yelp and the platforms citedAccurate review profiles; reporting the answer
Wrong credentialsCopying a trade association page or a competitor's claimsOpen each citation and look for the claimCredentials listed on your site with license numbers

The distinction that matters most: is the claim invented or copied? If a cited page says it, the engine copied an error, and you fix that page. If no source says it, the engine invented it to fill silence, and you fix the silence. Wrong hours and phone numbers are nearly always copied; that problem has its own walk-through.

Document, trace, correct, report

  1. 1

    Capture the evidence

    Screenshot the full answer and copy the question word for word. Note the engine, the date, whether web search was on, and save the share link if the engine offers one. If the claim ever becomes a legal matter, this record is what counts.

  2. 2

    Open every citation

    Read each linked source and search it for the false claim. If a page says it, you have a copied error: contact that site's owner with the correction and proof. For a Google knowledge panel, Google says descriptions cannot be edited directly; you have to ask the original source to correct it.

  3. 3

    If nothing is cited, find the silence

    Ask yourself what a customer would need to know to contradict the answer, and check whether your site says it plainly. Usually it does not: no prices, a vague services page, no about page, no ownership history.

  4. 4

    Publish the facts, including the negatives

    One clear page or section per topic: services you offer and services you do not, how pricing works, who owns the business and since when, license numbers, service area. A sentence like "We do not offer emergency service after 6 p.m." gives an engine something to quote instead of something to guess. See content AI can quote.

  5. 5

    Make the facts readable by machines

    Put the text in the page HTML rather than behind scripts or tabs, and keep any structured data matching what visitors see. Update the description in your Google Business Profile, Apple Business and Bing Places to the same wording.

  6. 6

    Report the answer in each engine

    Use the feedback route in the table below for every engine that repeats the claim. Keep a note of when you reported it.

  7. 7

    Retest on a schedule

    Ask the same question in the same engines every few weeks and log the result. When the fabrication stops appearing, keep testing monthly; invented facts can come back when a page changes.

Where to report a made-up answer, engine by engine

Every major engine has a way to flag a bad answer, and none promises to act on a single report. Treat reporting as one step, not the fix. The routes below come from each company's own help pages, apart from ChatGPT, where the route is simply the button under every answer.

How to report invented business facts to each AI engine, and the fix that lasts
How to report itThe fix that lasts
[Google AI Overviews](/generative-engine-optimization/google-ai-overviews)Thumbs down on the overview, or Report a problemCorrect the pages it links and your Business Profile
[Gemini](/generative-engine-optimization/gemini)Thumbs-down button, or report a problemBusiness Profile and Maps data, plus your site
[ChatGPT](/generative-engine-optimization/chatgpt)Thumbs-down under the answerThe pages it cites, your site and your Bing presence
[Claude](/generative-engine-optimization/claude)Thumbs-down button, which Anthropic asks users to use for problemsThe pages its web search cites, and your site
[Perplexity](/generative-engine-optimization/perplexity)The three-dot menu below the answer, then ReportThe sources it cites, including Yelp
[Microsoft Copilot](/generative-engine-optimization/microsoft-copilot)Thumbs-down, which Microsoft's help pages say opens a box for detailsYour Bing-indexed pages and Bing Places
[Siri and Apple Maps](/generative-engine-optimization/apple-intelligence-siri)Report an Issue in Apple MapsYour Apple Business place card

Most fabrications are a nuisance. A few are damaging: an engine claiming a business is under investigation, has lost a license or was sued. In 2025 a Minnesota solar company, Wolf River Electric, sued Google for defamation, alleging an AI Overview falsely said the state attorney general was suing it and that customers canceled contracts as a result, according to press reports. Google denies the claims, and the case does not settle what the law requires of AI companies.

An AI engine fills silence with the average of your industry, and the average is rarely flattering.

If a false statement is costing you work, save the evidence described above, report the answer through every route available, and speak to a lawyer about your options. DataCram is not a law firm and cannot advise on defamation; what we can do is help correct the public record the engines read, which is useful whatever the lawyers decide.

Don't fight fiction with more fiction

The temptation is to flood the web with counter-claims. Some of the ways people try that break rules that carry real penalties, and none of them work as well as a plain page of facts.

Correct it this way

  • Publish the real facts on your own site in plain sentences
  • Ask every customer for a review, with no conditions attached
  • Reply to real reviews, good and bad, with specifics about the job
  • Correct third-party pages by contacting their owners with proof

Never this way

  • Fake or AI-written reviews, which the FTC rule in effect since October 21, 2024 bans
  • Review incentives or asking only happy customers, both against Google Maps policy
  • Hidden text telling AI systems what to say; Bing treats it as abuse, and Google applies its spam policies to AI responses
  • Changing page dates to look fresh, which Google warns against

Reviews matter more here than most owners realize, because engines summarize them. Our guide to reviews and AI recommendations explains how, and if an engine is quoting a real negative review rather than an invented one, see AI quotes a bad review.

How long the fiction lasts, and when we can help

Copied errors fade once the source page is corrected and recrawled, on each engine's own schedule. Invented ones fade when the engine finds a clear fact to use instead, which can take weeks for engines that search the web and much longer for answers drawn from a model's memory. No engine publishes a timeline, and nobody can promise a date.

On sites built with Athena CMS, the Delphi agent asks ChatGPT, Google's AI answers and the others what they say about the business each week, flags wrong prices, hours or claims, and drafts the facts and FAQs the engines need. For any site, AI visibility monitoring uses AICiteBeam to track what each engine says and alert you when it changes.

Call when the same invention keeps returning after you have published the facts, when it appears across several engines, or when it touches licenses or legal claims. A free GEO audit traces each false claim to its cause and comes with a fixed monthly quote; our AI recommendation optimization service does the work, with GEO pricing explained up front. For related problems, see AI search problems or the AI search fixes hub.

Questions owners ask us about AI search

Because you probably have not published one. When an engine has no price for you, it may supply a typical figure for your trade and attach your name to it. Publish price ranges, or explain plainly how you quote and what drives the cost, so the engine has your words to use instead of an average.

Sometimes, eventually, and without any promise. Each engine reviews feedback on its own terms. Reporting is worth the minute it takes, but the dependable fix is correcting the source the engine copied or publishing the fact it was missing, so the next answer has something true to work from.

That is a question for a lawyer, and DataCram is not a law firm. Lawsuits have been filed: a Minnesota solar company sued Google in 2025 over an AI Overview it says falsely described it, and Google denies the claims. Whatever you decide, save dated evidence of every false answer before anything changes.

Check every review platform the engine might be summarizing, since it may be paraphrasing loosely or mixing in another business. If no review matches, report the answer and make sure your real review profiles are complete and current. Never answer with fake reviews of your own; the FTC rule bans them, AI-written ones included.

It helps engines read the facts you publish, but it is not a shield. Google says there is no special schema for its AI features and that structured data should match the visible text. The facts have to be on the page in plain words first; markup describes them, it does not replace them. More in our structured data guide.

Probably copied. An old page on your site, an archived directory listing or a supplier's dealer page may still list it. Search for the service name with your business name, remove or update anything you control, and see AI cites old information for the rest.

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