The answers today
How each major AI engine — ChatGPT, Gemini, Perplexity, Google AI Overviews — answers your buyers' key questions right now, documented.
> is your business cited by AI — or invisible to it?
The AI-Visibility Audit. Fixed fee, no quote wall.
An AI-visibility audit shows exactly how ChatGPT, Gemini, Perplexity and Google's AI Overviews see your business versus your competitors — who gets named, why, and what to fix first. Mine is HK$8,000, fixed, published right here — and credited in full against a GEO Sprint if you go on to implement.
01 / Why audit first
You can't fix what you haven't measured.
When a buyer asks an AI assistant "who's the best in Hong Kong for X?", the assistant gives a handful of names and the enquiry goes to them. If you're not in that answer, you don't see a dashboard dip — you see nothing at all. The enquiry simply never arrives.
Absence from AI answers is invisible from the inside. The audit makes it visible — and priced to fix.
The audit answers three questions with evidence: what do the AI engines say when your buyers ask their real questions, why do they name your competitors (the specific signals behind each citation), and what should you fix first for the fastest path into the answer.
02 / What you get
One report. Five parts. A roadmap you own.
Why they name your rivals
The specific signals behind each competitor citation — entity clarity, third-party corroboration, answer-first content — mapped so the gap is concrete, not vague.
Entity & technical review
Your site's machine-readability: schema, knowledge-graph presence, AI-crawler access, and the structural issues that keep engines from citing you.
Competitor comparison
You versus the two or three names AI currently prefers — side by side, on the signals that decide citations.
Prioritised roadmap
Every fix ordered by impact and effort, written so your own team can execute it. No dependency on me built in.
Credited if you continue
Go on to a GEO Sprint and the HK$8,000 comes off the price in full. The audit is a first step, not a toll booth.
03 / Where it fits
Free snapshot → audit → Sprint. Stop wherever you like.
Start free. The AI-Visibility Snapshot is a short read on your category — enough to know whether there's a real gap. The audit (HK$8,000) maps the whole territory and hands you the plan. The GEO Sprint (HK$15,000–25,000 fixed) implements it. Each step is optional, each is fixed-price, and the proof behind the method is checkable live.
04 / Start here
> how visible is my business to AI?
Get the free snapshot first. Upgrade only if the gap is real.
Last updated: 2 July 2026 · Ivor Ngo, Ivorization — GEO consultant, Hong Kong