The AI Hallucination Diagnostic tells your Singapore business which of its facts ChatGPT, Gemini, Claude and Perplexity get wrong, leave out or carry from an old version of your site, so the answers that block a sale get fixed first. It is a one-time audit by Aemorph, headquartered at 34 South Bridge Road, of a sample of 10 to 20 of your showstopper questions. These are the buyer questions that end a purchase when AI answers them badly: on price, trust, fit, risk or timing. Aemorph delivers the report within 5 business days and takes you through it on a call.
The Diagnostic Documents Each AI Error Beside What Your Singapore Website Says
The Diagnostic hands you a dated record of each error in the sample, engine by engine, placed next to what your own website says in answer to the same question, so you know which wrong answers appear in the tested buyer-question sample. The Diagnostic is sold as a standalone audit. It also comes inside the Showstopper Sensor (Sprint 1), a 30-day showstopper-answer sprint for ChatGPT, Claude, Gemini and Perplexity, which publishes your approved answers for AI to read; Sprint 1 buyers get the Diagnostic as part of it.
| 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, sized to the business and its complexity | 5 business days | A report, presented on a call |
| 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 | Nobody on your team knows what the AI chats say about you | A documented list of each hallucination found in the sample, by engine | The four AI chats | 5 business days |
| Website comparison | No check on 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 | Findings with nobody to explain them | Aemorph presents the findings and names the recommended next step | Not applicable | On delivery |
What each Diagnostic deliverable changes.
Case study · Free Hallucination Reports, Singapore, October 2026
Free Hallucination Reports found answers that contradicted the websites of three Singapore businesses.
Each report put 31 to 37 facts from the business's own website to ChatGPT, Claude, Gemini and Perplexity. Every answer counted below contradicted that website.
- Calyx, women's health physiotherapy: 11 answers contradicted the website across 31 facts, and 46% of the answers that addressed a fact agreed with the website. Gemini said there is no record of a Calyx clinic on Robinson Road; the website gives the clinic's address as 146 Robinson Road.
- The Liquor Shop, wine and spirits retail: 30 answers contradicted the website across 31 facts, and 49% of the answers that addressed a fact agreed with the website. The website offers same-day collection at Kallang Distripark; ChatGPT and Gemini sent collection customers to two different, wrong warehouse addresses.
- Synthesised.ai, AI consultancy: 36 answers contradicted the website across 37 facts, and 25% of the answers that addressed a fact agreed with the website. Gemini described the business as a UK synthetic data platform with a different founder.
Check by 30 November 2026 for updates.
Source: Aemorph free Hallucination Report, October 2026. Each report asks all four AI chats about every fact, so 31 facts produce 124 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 Singapore businesses?
The AI Hallucination Diagnostic is a one-time Aemorph audit of what the four AI chats say about a Singapore business. Each of ChatGPT, Gemini, Claude and Perplexity receives a sample of 10 to 20 of your showstopper questions, and Aemorph logs every inaccurate answer. The report follows within 5 business days, presented by Aemorph on a call.
How does the free Hallucination Report differ from the Diagnostic?
The free Hallucination Report is the public, lighter option that Aemorph points smaller businesses to first. The Hallucination Report, Aemorph's hallucination audit tool, is live on tools.aemorph.com. It applies Aemorph's proprietary scan to your homepage, navigation and key product or service pages, the same scan behind the showstopper question list, and shows where AI tools such as ChatGPT state things that conflict with your current site. It uses no showstopper questions and no call. The Diagnostic, by contrast, tests a sample of 10 to 20 showstopper questions across four named engines and ends with Aemorph presenting the report on a call.
How much does the Hallucination Diagnostic cost in Singapore?
Aemorph's audits start from S$1,000 one-time, and the Hallucination Diagnostic is one of these audits. Aemorph quotes each paid offer after the strategic conversation, a free first call.
| Offer | Price |
|---|---|
| Audits | From S$1,000 one-time |
| Sprints | From S$5,000 per website |
| Influencer Blueprint (SEO strategy and roadmap) | From S$15,000 one-time |
| Enterprise monthly engagements (Attain, Apex) | From S$12,500 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.
Separately from the Diagnostic, Singapore businesses weighing the cost of SEO have a grant-funded route through Aemorph's EDGE packages: Aemorph checks your grant eligibility with you and guides the application, and Enterprise Singapore decides. The packages and the grant terms are on the EDGE SEO page. Prefer to run the work in-house for the most value from your budget? 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.
The Showstopper Sensor (Sprint 1), when bought on its own, carries the Ground Truth Guarantee, an AI accuracy guarantee; the Diagnostic bought alone does not. 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. 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 Singapore Brand Points You to the Right Fix
The errors AI makes about Singapore businesses fall into patterns, and Aemorph links each pattern to its likely cause, from weak entity signals and missing facts to a wrong category or an outdated source, so every dollar goes to an error that appears in the answers to your buyer questions. An engine answers from what it has learned and looked up about your business across many sources, of which your website is one. When those sources run thin, go missing or fall out of date, the engine is more likely to guess. OpenAI's help article on whether ChatGPT tells the truth names incorrect definitions, dates or facts as known errors and asks users to verify important information from reliable sources.
A dated record of the engines' answers points you at causes, not only symptoms. A wrong answer to a pricing objection, a wrong category and a stale detail on your own website each call for a different fix. Aemorph pairs each symptom type with its own remedy rather than running one generic content push across them all.
| Symptom | Example | Likely cause | Fix | Where it gets fixed |
|---|---|---|---|---|
| Wrong answer to a buyer objection | The engine misstates your price, your terms or who 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 gives an old outlet address or opening hours 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 | One connected record of the facts that define your business, plus an audit of your Wikidata and Google Knowledge Graph entries (Wikidata is a public database; the Google Knowledge Graph is Google's own system); Aemorph makes the Wikidata edits and submits the Google Knowledge Graph updates, and those edits do not always stay in place | 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, Singapore and regional media 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 Singapore business at risk of AI misrepresentation?
Every Singapore business whose buyers ask an AI chat about it before getting in touch carries this risk. The Diagnostic tests what the AI chats say today against a sample of your showstopper questions, so your decisions rest on evidence, not on a hunch. It is built for:
- Singapore businesses that have never looked at what the AI chats say about them.
- Businesses that think a lost deal started with a wrong AI answer.
- Businesses that want a dated record of the four engines' answers 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.
Singapore Buyers Meet AI Answers in Google and at Work
Nearly all of Singapore's population is online, Google holds more than nine tenths of search-engine market share, and most Singapore workers used AI tools at work in 2024, so the answers AI gives about your business reach the people who buy from you. DataReportal's Digital 2026: Singapore counts 5.78 million internet users, 98.4% of the population, as of October 2025. IMDA reports that 73.8% of Singapore workers used AI tools at work in 2024, while AI adoption reached 62.5% among non-SMEs and 14.5% among SMEs, up from 4.2% in 2023.
| Measure | Figure | Market and date | Source |
|---|---|---|---|
| Internet users | 5.78 million, 98.4% of the population | Singapore, as of October 2025 | DataReportal |
| Workers using AI tools at work | 73.8% | Singapore, 2024 | IMDA |
| AI adoption among non-SMEs | 62.5% | Singapore, 2024 | IMDA |
| AI adoption among SMEs | 14.5%, up from 4.2% in 2023 | Singapore, 2024 | IMDA |
| Google share of search | 92.16% | Singapore, September 2026 | StatCounter |
| Bing share of search | 4.53% | Singapore, September 2026 | StatCounter |
More Singapore figures are on the AI search statistics for Singapore page.
Sources: DataReportal, Digital 2026: Singapore, data as of October 2025; IMDA, Singapore Digital Economy Report 2025, 6 October 2025; StatCounter Global Stats, search engine market share, Singapore, September 2026.
The Diagnostic covers the four AI chats only; Google's AI Overviews and your Google rankings sit in other parts of Aemorph's work. Quotes in Google AI Overviews are the job of Answer Engine Optimisation, and Google rankings the job of SEO. Keeping the chats separate gives you a clear record of what ChatGPT, Gemini, Claude and Perplexity tell Singapore buyers, including the buyers who research suppliers with AI tools at work.
The Diagnostic Returns Its Report Within 5 Business Days for Singapore Businesses
Aemorph does almost all of the Diagnostic work and returns the report within 5 business days, presented on a call, so you see what the four AI chats say about you before any money goes into fixes. Buy Sprint 1, the AEO-GEO Audit or the ESAG audit, and the hallucination testing comes 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 picks a sample of 10 to 20 of your showstopper questions, sized to your business and its complexity.
- Testing. Aemorph puts the sample questions to the four AI chats and places the answers next to what your own website says to the same questions.
- 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, Monday to Friday, 8:00 AM to 6:00 PM | The report presented and the next step named | On delivery |
What each party provides and when.
If 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 Singapore 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 at 34 South Bridge Road, Singapore. Office hours are Monday to Friday, 8:00 AM to 6:00 PM. Your account manager introduces the people on your account at kick-off, and every message gets a reply within 24 hours.
How long do the fixes take to show results in Singapore?
Your first ranking movements show within 45 days of publishing. This is an SEO ranking milestone, and the 45 days start when your fixed or new pages go live, not when your engagement starts. What the AI chats say is measured on its own clock: the Ground Truth Guarantee on Sprint 1 bought on its own checks the answers within 30 days of publishing. The Diagnostic publishes nothing itself; its report arrives within 5 business days.
Source: results reported in past client testimonials. Watch the client videos
The Diagnostic Shows What AI Tells Singapore Buyers Before You Decide What to Fix
Begin with the Diagnostic to learn what the AI chats tell Singapore buyers about you, then have the Showstopper Sensor publish your approved answers; bought on its own, it carries 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. Your leads from AI search start with accurate answers in the AI chats.
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