CLEARCRAFT LAB · INSIGHTS
Methods you can inspect,
not claims you must trust.
Our research explains observable AI-search practices, data limitations and practical foundations. It does not turn a platform change or one answer into a guaranteed business outcome.
View the latest articles and updates ↓LATEST ARTICLES & UPDATES
Latest articles and updates
Articles are ordered by their latest substantive publication or review date, while original publication and update dates remain separate.
Meta Muse and Hong Kong business GEO: how a personal AI agent may understand a brand
First published: Latest substantive update:
What Meta’s public Muse information means for a Hong Kong SME’s public facts, workflows and permission boundaries.
NEW ARTICLEWhat ChatGPT dots means for GEO: websites must be citable and safely actionable
First published: Latest substantive update:
How a Hong Kong SME can align citable facts, actionable workflows, permissions and human confirmation for ChatGPT dots.
NEW ARTICLEHong Kong Dental Website Information Verification and AI-Search Readability
First published: Latest substantive update:
A general education framework for dental identity, services, sources, privacy and pre-publication professional review; no official certification or AI-ranking promise.
NEW ARTICLEGEO in the agentic era: from being cited to being actionable
First published: Latest substantive update:
Five agent-ready website checks based on Google and Cloudflare guidance, separating verified facts, design inferences and unknowns.
RECENTLY UPDATEDHow to choose a Hong Kong GEO service: seven evidence checks
First published: Latest substantive update:
Updated cross-industry scope, two monthly plans and the separate diagnostic enquiry route, retaining the evidence and delivery checklist.
NEW ARTICLEIs GEO right for my business? Start with eight questions
First published: Latest substantive update:
An eight-question self-check on buyer demand, public facts and website readiness before investing in GEO.
NEW ARTICLEWhy does AI search confuse companies? Align these eight brand facts
First published: Latest substantive update:
A page-by-page entity consistency checklist covering names, domains, services, market and contact facts.
NEW ARTICLEHow long until Google and AI search see a website update?
First published: Latest substantive update:
Separate going live, crawling, indexing and AI-answer appearances with a day 0, 3, 7 and 14 review.
RECENTLY UPDATEDWhat can Google Search Console measure?
First published: Latest substantive update:
Added the measurement scope and limitations of Google’s official reports.
RECENTLY UPDATEDFrom question sets to human review
First published: Latest substantive update:
Added official reference sources and their applicability boundaries.
MORE INSIGHTS
More Insights
Can ChatGPT find your public content?
Separate OAI-SearchBot, GPTBot and noindex before changing public-content controls.
PLATFORM CHANGEHow should brands read Google Preferred Sources?
A user preference signal is not guaranteed inclusion in every AI answer.
CRAWLER GOVERNANCESearch, agents and training are different controls
Separate access purpose before changing crawler policy.
SOURCE REVIEWHow Hong Kong businesses can verify AI answer sources
Trace statements to public facts and preserve unknown states.
FOUNDATIONSContent, FAQ and technical foundations
Build indexable, readable and verifiable public information.
FEATURED RESEARCH · 2026
GEO practice for
Hong Kong businesses.
A practical framework for questions, entities, sources, technical foundations and responsible measurement.
Read the English whitepaper