Fixed prompt set
Group category, comparison, local, language and service prompts by buying intent and record every run.
AI VISIBILITY TRACKING / GEO REPORTING
Turn one-time GEO findings into a repeatable measure–learn–prioritise cycle across prompts, platforms, languages, sources, referrals and qualified enquiries.
We start with the questions your buyers already ask, then make the useful evidence on your site easier to find, understand and act on.
WHY THIS MATTERS TO THE BUSINESS
That question still needs a good answer: clear facts, credible proof and a page that makes the next step obvious.
Group category, comparison, local, language and service prompts by buying intent and record every run.
Track mention rate, recommendation frequency, answer accuracy and platform coverage instead of a single visibility score.
Record citation and source changes, AI-referred visits, qualified enquiries and assisted conversion with clear definitions.
FROM A QUESTION TO A REAL ENQUIRY
We check four things in order: can the site be read, is the offer clear, is there proof, and can the visitor take the next step?
Group category, comparison, local, language and service prompts by buying intent and record every run.
Track mention rate, recommendation frequency, answer accuracy and platform coverage instead of a single visibility score.
Record citation and source changes, AI-referred visits, qualified enquiries and assisted conversion with clear definitions.
Turn a material change into a prioritised technical, content, entity or authority action, then retest it.
WHAT THE BUYER SEES TODAY
First, we put the real buyer questions, current answers, sources and landing pages side by side. That shows whether the problem is visibility, accuracy, proof or the next step.
HOW THE WORK FITS TOGETHER
GEO is the working link between a buyer’s question and a sales enquiry. Each part has a clear owner and a result to check.
THE WORK THAT MOVES THE NEEDLE
Each part has one job: find the problem, improve the information, strengthen the proof or make the next step easier.
Group category, comparison, local, language and service prompts by buying intent and record every run.
PROMPT GOVERNANCE
Track mention rate, recommendation frequency, answer accuracy and platform coverage instead of a single visibility score.
SIGNAL BOARD
Record citation and source changes, AI-referred visits, qualified enquiries and assisted conversion with clear definitions.
BUSINESS LINK
Turn a material change into a prioritised technical, content, entity or authority action, then retest it.
MEASURE → ACT
HOW WE CHECK PROGRESS
Use the same prompts, dates and definitions each time. The figures below are planning examples, not client results.
Segment English, Traditional Chinese and Simplified Chinese only where each language is commercially relevant to Hong Kong buyers; record location and platform context with the prompt.
THE BUYER DECISION
From occasional screenshots to a record of what changed over time.
Illustrative planning frame—not a promised outcome.
WHO WORKS ON IT
Strategy defines the questions, content and search organise the proof, and the website turns interest into an enquiry. The images show working situations, not client endorsements.
Group category, comparison, local, language and service prompts by buying intent and record every run.
Track mention rate, recommendation frequency, answer accuracy and platform coverage instead of a single visibility score.
Record citation and source changes, AI-referred visits, qualified enquiries and assisted conversion with clear definitions.
START WITH THE REAL QUESTION
Share your website and the question, category or comparison that matters. We will use the details to suggest the right next step.
FAQ
We start with the buyer questions that matter for AI visibility tracking, then compare the current answer, the pages and sources behind it, and the next page the visitor needs. The focus is practical: what should be clearer, what should change, and how will we check it?
An audit diagnoses a baseline and prioritises work. Tracking is the recurring measure–learn–act programme that shows how prompts, answers, sources and AI-referred demand move over time.
No. Models, retrieval, sources and answers change. The programme improves evidence quality and measures movement, but it cannot control a final answer or promise inclusion.
a sample monthly tracking table showing trend, answer change, source movement, risk and recommended action。
Track mention rate, recommendation frequency, answer accuracy, source coverage, AI-referred visits, qualified enquiries and conversion. Keep dates, prompts, sampling rules and CRM definitions visible. The page-specific reporting frame is: Versioned prompts tracked; Answer accuracy observations; Source changes with actions; Qualified AI-referred enquiries.
AI VISIBILITY TRACKING / GEO REPORTING
The goal is simple: make the right information easier to find, trust and use.
See our GEO strategyGEO strategy · answer visibility · entity clarity · qualified enquiries
GEO / AI SEARCH
Start with the GEO overview, then find the page that matches your platform, technical issue or commercial situation.
Platform-specific pages for the moments when buyers ask, compare and choose.
Cover additional AI platforms, brand mentions, citations and website understanding.
Move from diagnosis and tracking to local, e-commerce and B2B buyer needs.