AI VISIBILITY REPORTING
Build the Digital Twin. Then show the client what AI is actually doing.
Reporting is part of the product. We separate recognised discovery, user-triggered retrieval, search retrieval, visible citations, confirmed referrals and human activity so a client can see evidence without being sold a mystery score.
DiscoveryAI reaches the site
RetrievalAI fetches business pages
CitationA source is visibly shown
ReferralA visitor arrives from AI
REPORT THEM SEPARATELY
REAL TRACKER EVIDENCE
A real launch-day AI retrieval example
Thailand.com.ai · 14 August 2026
AI systems detected
OpenAI user retrievalChatGPT-User11 requests9 pages
OpenAI search discoveryOAI-SearchBot1 requests1 pages
Pages requested by AI
/en//en/about/en/digital-twins/en/guestchat/en/how-it-works/en/network/en/proof/en/showcase/sitemap.xmlThis is a dated evidence sample from the Thailand.com.ai tracker. Activity changes over time and is not a guarantee of citations, rankings, enquiries or sales.
WHAT IS A CITATION?
Retrieval and citation are not the same thing.
Retrieval means an AI system fetched a page while researching or answering. A citation is stronger visible evidence: the AI answer actually identifies or links the source. A referral is different again: a browser visitor arrives from an identifiable AI service.
FOUR SIGNALS — FOUR DIFFERENT CLAIMS
Keeping them separate makes the report defendable.
An AI crawler or service reaches the site. Useful technical evidence, but not proof the page was used in an answer.
A recognised AI system fetches business content during a user or search retrieval session.
The AI platform visibly identifies a page or source. This is reported separately from retrieval.
A visitor reaches the site and the browser preserves an identifiable AI referrer.
WHY THIS MATTERS COMMERCIALLY
A reseller can return to the client with evidence, not “trust us”.
The report changes the monthly conversation. Instead of only explaining what was built, the reseller can discuss which pages are being researched, which AI systems are appearing, which questions are attracting attention and what knowledge should be improved next.
Agency & Reseller PartnersBUILD→MEASURE→REPORT→IMPROVE↺
OTHER OBSERVABLE PROOF
Different evidence answers different questions.
~90Google-visible URLs observed in about three days
Khao Lak Property Guide
A new property research layer built with structured topics, public Q&A, images and machine-readable outputs. The observed result is crawl/index visibility evidence, not a guarantee of ranking, traffic or AI citation.
Open example ↗
2,679public answer pages in the network example
Cha-Am Online
A local destination authority site built around structured categories, local questions and pathways into specialist business and tourism information.
Open example ↗
Connectedhotel, property and destination information working together
ThaiLife Network Example
ThaiLife demonstrates the wider idea: one real business can be represented through its own Digital Twin while also appearing inside relevant hotel, property and regional research pathways.
Open example ↗PROOF BEFORE PROMISES