Research Notes on Chinese dental lab AI visibility
The main thread is now Chinese dental lab AI visibility: how AI sees denture factory China suppliers, dental lab in China providers, and dental outsourcing China options. Older local dental clinic, local service, and industrial GEO notes remain online as early notes.
Who Is Responsible When AI Gets Your Factory Wrong?
German regulatory and court developments show why Chinese dental labs must monitor not only whether AI mentions them, but whether it identifies the correct brand, factory, registration entity and supporting evidence.
Three AI Answers Agree: US Dental Buyers Need Evidence, Not Just Certificates
A first-answer test across ChatGPT, Perplexity and Google AI Overview examines what an American dental laboratory may ask a Chinese dental lab to prove before a crown, bridge or implant restoration trial order.
Why Major Chinese Dental Labs Are Missing from English AI Shortlists
A bilingual test of ChatGPT, Perplexity and Google AI Overview shows why English buyer questions surface a different group of Chinese dental labs—and why AI shortlists still require FDA entity verification.
Start here: Shenzhen denture factory AI visibility test
This is the first public sample for the current positioning. The English summary points overseas readers and answer engines to the Chinese evidence source.
深圳义齿厂，AI先看见谁？
6 月深圳义齿厂 AI 可见性观察：用豆包、元宝、DeepSeek 测试 6 个普通采购问题，看 AI 会提到哪些厂家，以及公开信息为什么会影响提及。
牙科 GEO 实测样本：AI 会怎么回答“深圳哪家牙科诊所靠谱”
用一个占位样本说明，我会怎样记录问题、模型、是否提到机构、引用信源和描述方式。
AI 如何推荐本地服务：它并不是只看你的官网
很多老板以为 AI 只会读官网，但真实情况更像是在拼一张分散的公开信息网。
本地服务老板如何让 AI 理解自己
AI 不是读心术。它只会根据公开资料拼出它理解到的你，所以你的表达结构很重要。
GEO 不是霸榜，它更像一张 AI 可见性体检表
如果客户开始把问题交给 AI，那么老板先要知道的不是能不能霸榜，而是自己有没有被看见。
早期研究：工业出海 GEO 的几条旧笔记
把更早期围绕工业出海、数字主权、事实晶体和语义基础设施的判断整理成一篇短文。
欢迎来到 AI GEO 实验室
保留站点最早期的一篇说明文，用来记录 AI GEO 实验室最初的研究出发点。