The AI Hallucination Diagnostic shows your Australian business where ChatGPT, Gemini, Claude and Perplexity give buyers wrong, outdated or missing facts about you, so you fix the answers that sit between a buyer's question and a sale. Aemorph runs it as a one-time audit of a sample of 10 to 20 of your showstopper questions: the buyer questions that stop a purchase when AI answers them badly, such as what you charge, whether you are trustworthy, which states you serve, what the risks are and how soon you deliver. Your report arrives within 5 business days, and Aemorph walks you through it on a call in Australian business hours.
The Diagnostic Documents Each AI Error Beside What Your Australian Website Says
For every error the sample turns up, the Diagnostic records which engine said it and sets it beside what your own website says to the same question, so you see which wrong answers the four AI chats give to the buyer questions in the sample. You buy the Diagnostic on its own, or you get it inside the Showstopper Sensor (Sprint 1), a 30-day showstopper-answer sprint for ChatGPT, Claude, Gemini and Perplexity that publishes your approved answers for AI to read. A Sprint 1 buyer never pays for the Diagnostic twice.
| Offer | Engines tested | Questions or scope | Turnaround | What you receive |
|---|---|---|---|---|
| AI Hallucination Diagnostic | ChatGPT, Gemini, Claude and Perplexity | A sample of 10 to 20 of your showstopper questions, set by the size and complexity of the business | 5 business days | A report, presented on a call in Australian business hours |
| Showstopper Sensor (Sprint 1) | The same four AI chats | The Diagnostic, included | 30 days | The Diagnostic, the full list of showstopper questions, your approved answers published as the LLM info page (the page on your site written for AI to read), a report and a call |
| AEO-GEO Audit | The same four AI chats | Live tests of what AI search recalls about you against 3 to 5 competitor websites, one of four audit layers | 21 days from kick-off | A review of what AI says about you, with a list of wrong statements graded High, Medium or Low, one combined AI visibility score and a prioritised fix plan |
| ESAG audit (enterprise SEO, AEO and GEO audit), recommended to most enterprise clients | The same four AI chats | Everything in the AEO-GEO Audit, plus a scan of up to 1,000 pages of your site | Within 21 days of kick-off | The same hallucination inventory, a site readiness audit and one combined report with a phased action plan |
Where Aemorph tests for hallucinations, by offer.
| What you get | The problem it solves | What changes for you | Surface | Timeframe |
|---|---|---|---|---|
| Hallucination audit | You have no view of what the AI chats tell Australian buyers about you | A documented list of each hallucination found in the sample, by engine | The four AI chats | 5 business days |
| Website comparison | You do not know whether your own site answers the question | What your own website says in answer to the same sample questions | Your website | Included in the report |
| Report call | A report lands with nobody to explain it | Aemorph presents the findings and names the recommended next step | Not applicable | On delivery, in Australian business hours |
What each Diagnostic deliverable changes.
Case study · AI training, Australia
A free Hallucination Report found 25 answers that contradicted Better People's website across 38 facts.
The report put 38 facts from the Better People website to ChatGPT, Claude, Gemini and Perplexity, and 52% of the answers that addressed a fact agreed with the website. The website prices Course Development "From $9,000"; ChatGPT said it starts at $2,500.
Check by 30 November 2026 for updates.
Source: Aemorph free Hallucination Report for Better People, run 13 October 2026 at 09:51 (audit time confirmed by Kevin Dam). Each report asks all four AI chats about every fact, so 38 facts produce 152 answers. The agreement share counts only answers that addressed the fact; answers where an engine said it did not know are excluded. The free report runs the same website scan the Diagnostic starts from.
What is the AI Hallucination Diagnostic for Australian businesses?
The AI Hallucination Diagnostic is Aemorph's one-time audit of what ChatGPT, Gemini, Claude and Perplexity tell buyers about an Australian business. Aemorph puts a sample of 10 to 20 of your showstopper questions to each of the four AI chats and records every inaccurate answer. You get the report within 5 business days, and Aemorph presents it on a call.
How does the free Hallucination Report differ from the Diagnostic?
The free Hallucination Report is the lighter, public check, built for smaller businesses. The Hallucination Report, Aemorph's hallucination audit tool, is live on tools.aemorph.com. It runs Aemorph's proprietary scan of your homepage, navigation and key product or service pages, the same scan that produces the showstopper question list, and reports where AI tools such as ChatGPT say things that conflict with what your site says today. It uses no showstopper questions and comes with no call. The Diagnostic goes further: it tests a sample of 10 to 20 of your showstopper questions in four named engines, and Aemorph presents the report to you on a call.
How much does the Hallucination Diagnostic cost in Australia?
The Hallucination Diagnostic sits among Aemorph's audits, which start from A$1,100 one-time, and Australian clients are quoted in Australian dollars. Aemorph quotes every paid offer after the strategic conversation, a free first call.
| Offer | Price |
|---|---|
| Audits | From A$1,100 one-time |
| Sprints | From A$5,500 per website |
| Influencer Blueprint (SEO strategy and roadmap) | From A$16,500 one-time |
| Enterprise monthly engagements (Attain, Apex) | From A$13,750 a month |
Smaller monthly packages are available by application only, against strict criteria; details are on the pricing page. Monthly packages are priced per market.
Want the most value for your budget and prefer to run the work in-house? Leveraged & Scalable, Aemorph's community, teaches your team to plan and execute SEO, AEO and GEO with AI tools, with the skills, tools and access Aemorph shares with members.
Bought on its own, the Showstopper Sensor (Sprint 1) 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. The Diagnostic bought alone sits outside the guarantee. On the enterprise route, Sprint 1 runs inside Attain or Apex after the audit and the Influencer Blueprint.
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
Knowing Why AI Misrepresents Your Australian Brand Points You to the Right Fix
AI misstates businesses in recurring patterns, and Aemorph traces each pattern to a likely cause, such as weak entity signals, a missing fact, a wrong category or an outdated source, so your budget goes to the errors that appear in the answers to your buyer questions. Each engine answers from what it has learned and looked up about your business across many sources, and your website is only one of them. Where those sources are thin, missing or out of date, an engine is more likely to fill the gap with a guess. OpenAI's own help article on ChatGPT's accuracy lists incorrect definitions, dates or facts among its errors and tells users to verify important information from reliable sources.
A dated record of what the engines say lets you treat the cause, not only the symptom. A wrong answer to a pricing objection needs one fix; a wrong industry label needs another; an outdated detail still sitting on your own website needs a third. Aemorph matches each symptom type to its own remedy instead of pushing the same generic content at every case.
| Symptom | Example | Likely cause | Fix | Where it gets fixed |
|---|---|---|---|---|
| Wrong answer to a buyer objection | The engine misstates your price, your terms or the states you serve | No approved answer to the question sits on your site | Publish your approved answer as the LLM info page | Showstopper Sensor (Sprint 1) |
| Missing fact | The engine leaves out a service the business offers | The fact is absent from the sources the engine draws on | Add the fact to your approved answers | Showstopper Sensor (Sprint 1) |
| Outdated claim | The engine repeats a detail your own website still shows | Your website's own information is out of date | Correct the website first | Your team, before Sprint 1 publishes |
| Wrong category | The engine files the business under the wrong industry | Unclear or conflicting category signals across sources | State the category in one source-of-truth record and in structured data (code that labels your facts for search engines) | Entity Hardening (Sprint 2), Aemorph's technical entity SEO sprint |
| Vague description | The engine describes the business in generic terms | Weak, scattered facts about who the business is | A linked record of the facts that define your business, plus an audit of your entries in Wikidata, a public database, and Google's Knowledge Graph, Google's system for facts about entities; Aemorph makes Wikidata edits and submits Google Knowledge Graph updates, and the community or platform decides which changes it accepts and retains | Entity Hardening (Sprint 2) |
| Left out of recommendations | The engine names competitors but not the business | Too few independent sources confirm the entry | Reinforce the entry across independent sources, Australian and industry sources included | Resonance Network, digital PR and third-party citations, in a monthly package |
Common symptoms and where each gets fixed. Examples are illustrative, not client data.
Is my Australian business at risk of AI misrepresentation?
Any Australian business that buyers research in an AI chat before they make contact carries this risk. The Diagnostic checks what the AI chats say today against a sample of your showstopper questions, so you act on evidence instead of a guess. It is built for:
- Australian businesses that have never checked what the AI chats say about them.
- Businesses that suspect a lost deal came from a wrong AI answer.
- Businesses that want a dated record of what the four engines say before they change anything.
It fits less well for smaller businesses, which the free Hallucination Report serves first, and for businesses with no public web presence yet, since the engines have little to describe.
Australian Buyers Meet AI Answers in Google, Bing and the AI Chats
Australian buyers now meet AI-written answers inside Google as well as in the AI chats, and a 2025 national survey found 45.6% of Australian adults had recently used a generative AI tool, so what those answers say about your business is part of how buyers research you. StatCounter put Google's Australian search-engine market share at 87.9% and Bing's at 9.17% in September 2026. Google rolled out AI Overviews Australia-wide on 29 October 2024 and began rolling out AI Mode in Australia, in English, on 8 October 2025.
| Measure | Figure | Market and date | Source |
|---|---|---|---|
| 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 | ADM+S |
| SMEs reporting some AI adoption | 43% | Australia, December 2025 to February 2026 | National AI Centre |
| Google share of search | 87.9% | Australia, September 2026 | StatCounter |
| Bing share of search | 9.17% | Australia, September 2026 | StatCounter |
| Google AI Overviews | Rolled out Australia-wide | Australia, 29 October 2024 | Google Australia |
| Google AI Mode | Began rolling out in English | Australia, 8 October 2025 | Google Australia |
More Australian figures are on the AI search statistics for Australia page.
Sources: DataReportal, Digital 2026: Australia, data as of October 2025; ARC Centre of Excellence for Automated Decision-Making and Society (ADM+S), national survey, published 5 November 2025; National AI Centre, AI adoption insights, December 2025 to February 2026; StatCounter Global Stats, search engine market share, Australia, September 2026; Google Australia, "Introducing AI Overviews in Australia", 29 October 2024; Google Australia, "AI Mode in Australia", 8 October 2025.
The Diagnostic tests the four AI chats only, so Google's AI answers and Bing rankings sit with other parts of Aemorph's work. Quotes in Google AI Overviews belong to Answer Engine Optimisation, and rankings in Google and Bing belong to SEO. Testing the chats on their own gives you a clean record of what ChatGPT, Gemini, Claude and Perplexity tell Australian buyers.
The Diagnostic Returns Its Report Within 5 Business Days, in Australian Business Hours
Most of the Diagnostic runs on Aemorph's side, and the report comes back within 5 business days, presented on a call in Australian business hours, so you know what the AI chats say about you before you spend on fixes. If you buy Sprint 1, the AEO-GEO Audit or the ESAG audit, the hallucination testing is already inside it.
The Diagnostic runs in three steps:
- Question sample. Aemorph scans your site's homepage, navigation and key product or service pages with its proprietary method and selects a sample of 10 to 20 of your showstopper questions, set by the size and complexity of your business.
- Testing. Aemorph puts the sample questions to the four AI chats and sets each answer beside what your own website says to the same question.
- On delivery, within 5 business days. Aemorph presents the report on a call and names the recommended next step.
| Prerequisite | Who does it | What Aemorph needs | Output | When |
|---|---|---|---|---|
| A public website | Your team | The homepage, navigation and key product or service pages Aemorph scans, and the website Aemorph sets the engines' answers beside | A sample of 10 to 20 showstopper questions, the set the four AI chats are tested on | Before testing begins |
| Report call | Your team, with Aemorph | Time for the call, in Australian business hours | The report presented and the next step named | On delivery |
What each party provides and when.
Where the report finds wrong answers in that sample, the Showstopper Sensor (Sprint 1) lists every showstopper question for your business and publishes your approved answers to them.
Who does the work on your Australian Hallucination Diagnostic?
Your Hallucination Diagnostic runs with your own account manager and Aemorph's team: Kristine and Ryan, Senior SEO Specialists and Project Managers; Tent, Trinh, Wahyu and Minh, SEO Specialists; Michelle and Patrick, Content Specialists; Shiena, Web Project Manager; and Dom, Senior Web Developer. Aemorph is headquartered in Singapore, has no office in Australia and serves Australian clients remotely, in Australian business hours. Your account manager introduces the people assigned to your account at kick-off, and every message gets a reply within 24 hours.
How long do the fixes take to show results in Australia?
Your first ranking movements show within 45 days of publishing. That is an SEO ranking milestone, counted from the day your fixed or new pages go live, not from the start of your engagement. AI answers run on a separate clock: the Ground Truth Guarantee on Sprint 1 bought on its own measures them within 30 days of publishing. The Diagnostic itself publishes nothing; its report arrives within 5 business days.
Source: results reported in past client testimonials. Watch the client videos
The Diagnostic Shows What AI Tells Australian Buyers Before You Decide What to Fix
Start with the Diagnostic to see what the AI chats tell your Australian buyers, then let the Showstopper Sensor publish your approved answers, bought on its own with the Ground Truth Guarantee: correct in ChatGPT, Claude, Gemini and Perplexity within 30 days of publishing, or a 100% refund of Sprint 1 and 60 more days of work. Accurate answers in the AI chats are where your leads from AI search start.
Book a free strategic conversation