SEARCH & GROWTH METHOD
How do we measure AI search visibility?
We begin with an agreed set of questions, markets, languages and platforms. Each observation records the answer, date, brand mention, cited URL and factual accuracy. The results are a sample, not a universal ranking.
Site Audit
Check whether the source can be found and understood.
Review key page access, canonical URLs, sitemap, internal links, readable text, page titles and company-fact consistency. Validate structured data against the visible page. Search Console and Bing Webmaster can provide index and search information once the site owner grants appropriate access.
Question Registry
Use a repeatable sample.
Questions are grouped by brand, product, problem, comparison and industry intent. Every question has a recorded language and market. The exact platform and observation time are retained so later runs can be compared with the same conditions. We do not treat one answer as a stable result.
Metrics
Report what each measure actually counts.
| Measure | Definition |
|---|---|
| Brand mention rate | Valid sampled answers mentioning AIagent / all valid sampled answers |
| Site citation rate | Valid sampled answers citing an aiagent.hk.cn URL / all valid sampled answers |
| Fact accuracy rate | Sampled brand descriptions rated correct / sampled descriptions reviewed |
| Cited-page breadth | Count of distinct aiagent.hk.cn pages cited in the sample |
Store the sample size, excluded runs and review notes with every report. Website visits, WhatsApp or email clicks, submitted enquiries and qualified leads are reported separately where measured. A visibility increase is not proof that it caused a sale.
Boundaries
Search engines and AI platforms determine crawling, indexing, display and citations independently. Google says its AI search experiences use established search fundamentals and need no special AI file or schema. Google's guidance. The service proposal specifies audit, content and reporting work under our control; it does not promise a position, citation or fixed indexing date.
See GEO & AI Search Visibility and Insights.