For an Australian business, an AI hallucination fix replaces the wrong prices, addresses and services the AI chats state about you with approved answers on your own site. The shortlist an Australian buyer builds then rests on the business you run. Aemorph's Hallucination Diagnostic finds the wrong answers first. In October 2026, a free Aemorph Hallucination Report found 25 AI answers that contradicted the website of Better People, an Australian AI training company, across 38 facts. Your website is one of many sources the AI chats read. Where your facts are thin or out of date, an AI chat fills the gap with a confident guess.
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AI Hallucinations About Your Brand Show Up as Wrong Prices, Places and Products
An AI hallucination about your brand is a confident, specific and wrong statement about your Australian business, such as a price in dollars you never charged, a suburb you never traded from or a service you never sold, and nothing in the answer warns the buyer. Each pattern below points to a different cause, so the fix starts by naming the pattern before changing anything.
| Symptom | What the buyer sees | Likely cause to test | Fix | Where it gets fixed |
|---|---|---|---|---|
| Wrong price | A starting price in dollars lower or higher than the one on your site | An old price page, a reseller listing or a press mention still states an outdated figure | Publish the current price as one approved answer and correct the outdated source | Your site, then the third-party page carrying the old figure |
| Wrong location | A suburb, address or collection point you do not use | A former address on an Australian directory, a Google Business Profile or an old profile | Update the listing and state the current address in your approved answers | Google Business Profile and the directories that list you |
| Invented product or service | A service you do not offer, described with confidence | Your site describes the category but never lists what you exclude | State what you offer and what you do not, in plain sentences | Your service pages and your approved answers |
| Wrong identity | Your business described with another company's founder, country or category | A similarly named business holds a clearer public record than yours | Anchor your name, category and location in one consistent statement | Your own site and your public entity entries |
| Business reported as closed or unknown | "There is no record of this business" or "this business has closed" | No source the AI chat reached confirms you are trading at that address | Publish current trading details and confirm them in a second source | Your site and one confirming source outside it |
Symptoms, likely causes and fixes for AI hallucinations about an Australian business.
Case study · AI training, Australia
A free Hallucination Report found 25 AI answers that contradicted Better People's website across 38 facts.
The report put 38 facts from the Better People website to the AI chats. The website prices Course Development "From $9,000"; ChatGPT said it starts at $2,500. This is a confirmed hallucination, recorded before any fix. Watch this space: the retest results follow once the corrected answers publish. See the report on the Hallucination Diagnostic page
Source: Aemorph Hallucination Reports, October 2026
The Hallucination Report, Aemorph's free hallucination audit tool, puts the facts on a business's own website to the AI chats and lists the answers that disagree.
What is an AI hallucination about a brand?
An AI hallucination about a brand is an AI-generated answer stating a fact about a business that the business's own published information contradicts. It differs from an opinion or a poor review: the business holds the correct fact, and the AI chat states a different one as if it were true.
AI Hallucinations Start Where Your Facts Are Thin, Old or in Conflict
The AI chats invent facts about Australian brands when the sources they learned from or look up leave a gap or disagree, because the models are trained to give an answer rather than admit uncertainty. OpenAI's own research states that language models hallucinate because standard training and evaluation procedures reward guessing over acknowledging uncertainty (OpenAI, September 2025). A question about your price, with no clear answer in the sources the model reached, gets a guess that reads like a fact.
Source: OpenAI, September 2025
Each AI chat answers from what it learned in training and what it looks up when a buyer asks. Your website is one source among Australian directories, review sites, press mentions and profiles. Three conditions leave gaps in what it finds:
- Thin facts. Your site describes your category but never states the price, the service area or the exclusions in a plain sentence an AI chat lifts into an answer.
- Old facts. An Australian directory, an old profile or a press article still states last year's suburb, price or service list.
- Conflicting facts. Your own channels disagree, so the AI chat picks one version, and not always yours.
An old page that an AI chat keeps citing is one of the LLM platform citation failures, and each platform refreshes its index on its own schedule.
Why does ChatGPT make up facts about my business?
ChatGPT gets facts wrong about an Australian business when no source it reached holds a clear, current answer, so it predicts a likely one instead of saying it does not know. Claude, Gemini and Perplexity show the same pattern in Aemorph's testing. The fix gives each AI chat a clear, current answer to retrieve.
Australian Buyers Meet AI Hallucinations on Google, Bing and the AI Chats
Australian buyers search mainly on Google, which shows AI Overviews across the country, and Bing holds close to a tenth of searches, so a wrong fact about your business reaches them through two search engines as well as the AI chats. Google held 87.9% of search engine market share in Australia in September 2026 and Bing 9.17% (StatCounter).
| Measure | Figure | Market and date | Source |
|---|---|---|---|
| Google search engine market share | 87.9% | Australia, September 2026 | StatCounter |
| Bing search engine market share | 9.17% | Australia, September 2026 | StatCounter |
| Google AI Overviews | Rolled out Australia-wide | Australia, 29 October 2024 | Google Australia |
| Google AI Mode | Rollout began, in English | Australia, 8 October 2025 | Google Australia |
| Internet users | 26.2 million, 97.1% of the population | Australia, as of October 2025 | DataReportal |
| Adults who recently used a generative AI tool | 45.6% | Australia, survey of more than 5,500 adults, published November 2025 | ADM+S |
Sources: StatCounter, September 2026 and others
A wrong fact that sits on an Australian directory or an outdated profile feeds both search engines. Aemorph's tracking for Australian clients includes Bing Webmaster Tools alongside Google Search Console, and the Diagnostic checks the answers an Australian buyer gets, not a generic global answer.
An AI Hallucination Fix Corrects the Source, Then Retests Every Answer
An Australian business fixes an AI hallucination by correcting the source the AI chat draws on and then asking the same question again, because the answer changes when the evidence changes. Aemorph links each wrong answer to its symptom, its cause and its fix, then runs the correction as a sequence:
- Tests a sample of your showstopper questions, the buyer questions that stop a purchase when AI answers them badly, across the AI chats, and records the wrong answers in the tested responses.
- Drafts one core-fact sentence per question for you to approve, so the correction states your facts in your words.
- Publishes your approved answers as the LLM info page on your site, written in plain sentences an AI chat quotes cleanly.
- Corrects the outdated sources behind each wrong answer: Aemorph updates your Google Business Profile with the access you grant, checks your Bing Places listing, and your team or vendor applies site changes from Aemorph's specifications.
- Anchors your name, category and location in your public entity entries, so the AI chats connect your facts to the right business.
- Retests the same questions on each AI chat and records what each one now returns on the test date.
One set of approved facts serves three disciplines. SEO, search engine optimisation, earns your place in Google's results. AEO, answer engine optimisation, gets you quoted in Google AI Overviews and featured snippets. GEO, generative engine optimisation, gets you cited inside the AI chats.
How long does it take to fix an AI hallucination about my business?
The Showstopper Sensor (Sprint 1), a 30-day showstopper-answer sprint for ChatGPT, Claude, Gemini and Perplexity, publishes your approved answers within 30 days, and each AI chat then picks them up on its own schedule when it next searches the web. Public entity records take longer: Entity Hardening (Sprint 2), Aemorph's technical entity SEO sprint, runs for up to 60 days. Aemorph makes the Wikidata edits and submits the Google Knowledge Graph updates; those records are reviewed by their own communities and systems, so an edit does not always stay in place, and Aemorph does not guarantee that it does.
Does reporting a wrong answer to ChatGPT fix it?
Rating a wrong answer flags that single response to the AI company; it publishes no correct source for the AI chat to find when the next Australian buyer asks. The durable fix sits in your sources, which is why Aemorph corrects them and retests.
Unfixed Hallucinations Cost You Buyers Each Time the Question Is Asked
A hallucination left in place keeps reaching each Australian buyer who asks that question, so your leads and sales carry a cost you never see in your reports. The error rate is not trivial. A study of AI assistants run by the European Broadcasting Union and the BBC found that 45% of answers about news carried at least one significant issue, and 31% had serious sourcing problems (EBU and BBC, October 2025), across 18 countries and 14 languages. The study measured news answers, not answers about businesses, and Australia was not one of the 18 countries.
Source: EBU and BBC, October 2025
| Hallucination type | Risk level | Cost of leaving it | When to recheck | Next step |
|---|---|---|---|---|
| Wrong price | High | Buyers rule you out on budget, or arrive expecting a price you do not offer | Straight after the correction goes live, then after any price change | Publish the current price and correct the outdated source |
| Wrong location or hours | High | Buyers travel to the wrong place or call when you are closed | After any move, new branch or change of hours | Update the Google Business Profile and directories |
| Invented service | Medium | Enquiries arrive for work you do not do, and fit buyers doubt your focus | After each service page update | State your services and exclusions plainly |
| Wrong identity | High | Buyers read another company's founder, country or record as yours | After any rebrand or name change | Anchor your entity record and confirm it outside your site |
| Reported closed or unknown | Critical | Buyers drop you from the shortlist before they visit your site | Straight away, before other content work | Publish current trading details and confirm them in a second source |
Risk level, cost and recheck point for each hallucination type the Diagnostic tests for, as illustrative scenarios.
Aemorph sets no fixed recheck interval. Your first working day with Aemorph is the first check date, and pages are then assigned for update in order of importance: bottom-of-funnel, middle-of-funnel, then top-of-funnel. The questions buyers ask just before they decide carry the highest cost when answered wrongly.
Do AI hallucinations about a business go away on their own?
AI hallucinations about an Australian business stay until the evidence the AI chat reads changes, so an uncorrected source keeps producing the same wrong answer. A model update changes some answers for better or worse, which is why Aemorph retests rather than waits.
AI Drift Brings Corrected Hallucinations Back After Model and Source Changes
AI drift brings a corrected wrong answer back after a model update, a new third-party article or a change on your own site, so an Australian business keeps a fixed answer fixed by checking it again. A correction made today reflects the sources and models in use today. Each change below reopens a question you had closed.
| Drift trigger | What changes | Risk to your answers | When to recheck | What to retest |
|---|---|---|---|---|
| AI model update | The AI chat's training data or answer style changes | Old, corrected errors return in new wording | After each major model release in the AI chats your buyers use | Your full showstopper question sample |
| Your own price or service change | Your site now states a new fact | Older third-party pages contradict your new fact | The day the change goes live | The questions touching the changed fact |
| New third-party article or listing | A new source describes your business | A new error enters the evidence the AI chat reads | When the new mention is found | Identity, category and price questions |
| Rebrand, move or new trading name | Your name, address, trading name or category changes | The AI chats merge the old and new records | Before and after the change goes live | Identity and location questions |
AI drift triggers and the recheck each one calls for, for an Australian business.
What is AI drift?
AI drift is the change in what an AI chat says about your business over time, with no change on your side, as models update and their sources shift. Drift is the reason the Diagnostic records a dated baseline: without one, a returned error looks like a new one.
Your Approved Facts Set the Accuracy Line for Every AI Answer
Each correction is only as accurate as the facts your business approves, so the answers Australian buyers read carry the version you stand behind. Aemorph takes the facts you supply as true and correct, writes them as plain sentences for your sign-off, and publishes only what your nominated point of contact approves. Regulated claims, such as health or financial statements, go through the same client sign-off before publication.
What an AI chat repeats from an inaccurate secondary source sits outside your direct control. Keep your own record clear, current and consistent, and request corrections from the third parties that hold outdated details.
Who is responsible when AI gets your business facts wrong?
You control the facts you publish and the channels that carry them, and the AI company controls what its AI chat generates. Legal responsibility for an AI-generated statement depends on who made, authorised or adopted it and on the circumstances, which is a question for a qualified Australian legal adviser. Aemorph's guide to the ACCC and the Australian Consumer Law sets out the rules on misleading claims in marketing.
The Showstopper Sensor Puts Your Approved Answers Where the AI Chats Read Them
The fix for an Australian business starts with the buyer questions the AI chats answer wrongly, then publishes the approved answers those AI chats need. The Hallucination Diagnostic tests a sample of 10 to 20 showstopper questions across ChatGPT, Gemini, Claude and Perplexity, depending on the size and complexity of your business, with the report delivered in 5 business days and presented on a call in Australian business hours.
Bought on its own, the Showstopper Sensor (Sprint 1) includes the Diagnostic, adds the full list of your showstopper questions and publishes your signed-off answers as the LLM info page on your site. Your nominated point of contact signs off the answers before Aemorph publishes them. Both feed your Brand Codex, your brand's single source of truth. On the enterprise route, Sprint 1 runs inside Attain or Apex after the audit and the Influencer Blueprint.
Sprint 1 does not correct public records. Entity Hardening (Sprint 2) audits your Wikidata and Google Knowledge Graph entries; Aemorph makes the Wikidata edits and submits the Google Knowledge Graph updates, and does not guarantee that an edit stays in place. The Diagnostic bought on its own carries no guarantee.
Buy the Showstopper Sensor (Sprint 1) on its own and it carries the Ground Truth Guarantee, an AI accuracy guarantee. The Ground Truth Guarantee: within 30 days of publishing, ChatGPT, Claude, Gemini and Perplexity answer your showstopper questions with the facts in your Brand Codex. If they do not, Aemorph refunds 100% of your Sprint 1 fee and keeps working on the answers for a further 60 days, 90 days in total.
Terms: the Ground Truth Guarantee covers Sprint 1 bought on its own; Sprint 1 inside a monthly package carries no refund; it does not cover Sprint 2 (Entity Hardening), search rankings or Google AI Overviews. Full terms
Aemorph is headquartered in Singapore and has no office in Australia. Australian clients are served remotely in Australian business hours, and prices are quoted in Australian dollars. Start with a free strategic conversation, which includes prompting the AI chats for your current brand answers. Any business, at any size, then buys the Showstopper Sensor (Sprint 1) on its own; terms are set out in your quote, and starting points are on the pricing page.
See the Showstopper Sensor (Sprint 1)