From search terms to supplier-decision questions
How discovery, technical fit, verification and action shape a useful question library.
Planned guide Insights
Evidence and methods for China AI visibility.
Practical guidance for B2B leaders who need a clear business view without inflated claims or unexplained scores.
FEATURED · CHINA AI
Why global AI visibility does not establish China AI visibility
A useful global result is evidence about the product, question and conditions under which it was observed. It does not establish what Chinese buyers will see. China requires its own baseline.
Foundation noteUpdated 11 September 2026
Read the foundation note →BUYER GUIDE · AUDIT SCOPE
What should a China AI visibility audit include?
A practical checklist for manufacturers comparing providers: Chinese questions, original answers, fact review, clear responsibilities and a usable action plan.
Buyer guideReviewed 11 September 2026
Read the audit guide →EDITORIAL ROADMAP
Next questions worth explaining.
These are planned topics, clearly separated from published material. We activate a guide only when its source material and examples are ready.
What a defensible AI visibility record contains
The original answer, observation conditions, visible sources and fact review—kept together.
Planned guideHow to interpret change without promising control
Comparable retests, blocked observations and honest limits on causality.
Planned guide