Be the answer, not the result.
We engineer your visibility in AI search — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini — so buyers researching your category actually cite you.
Generative engine optimisation, end to end.
GEO audit
Current citation footprint across five major AI engines, scored against a 100-point framework with prioritised remediation.
Entity & brand engineering
Structured data, knowledge-graph references, and third-party citation paths that make AI engines trust your company as a source.
Structured data implementation
JSON-LD schema for Organization, Service, Article, FAQ, and Product entities, plus the technical hooks AI crawlers rely on.
Monthly citation reporting
Citation share-of-voice, model coverage matrix, and query-basket performance across ChatGPT, Perplexity, AI Overviews, Claude, and Gemini.
Built for category-defining brands.
B2B and consumer brands in Hong Kong and Asia-Pacific where buyers research before they buy — and where being cited by AI engines beats ranking on a blue-link list. Best fit when there is an existing content foundation to engineer against.
Audit, engineer, monitor.
Four-week audit
Score the citation footprint, define a query basket of 10 to 20 high-intent buyer queries, and produce the engineering plan.
Engineering phase
Entity work, structured data, third-party citation paths, and content lift-ability. First citation lift typically appears within 6 to 8 weeks.
Ongoing retainer
Monthly measurement and content engineering against the query basket. Material share-of-voice growth in 4 to 6 months.
Citation share-of-voice, not vanity metrics.
We track citation count per engine, share-of-voice versus competitors in your category, and model coverage across the major LLMs. We work bilingually in English and Traditional Chinese — Doubao, Perplexity, and ChatGPT all respond to locale-specific entity engineering.
Want to be cited when buyers ask an AI?
Send us your category, your top three competitors, and the queries your buyers are running today. We will come back with an initial GEO scorecard.