Name visibility
AI needs repeated, consistent signals for clinic names, city names, services, and project terms.
Old Case · Dental GEO testing
Old case: how AI recommends local dental clinics
This is an earlier local dental clinic GEO case page. It remains online as research history, but the site's current main focus is Chinese Dental Lab GEO: how AI recommends Chinese dental labs and denture factories to overseas buyers.
What gets recorded
- Real customer questions before booking
- AI models tested, such as Doubao, Yuanbao, DeepSeek, and Kimi
- Whether the target clinic is mentioned
- Which competitors appear repeatedly
- How AI describes services, doctors, trust, and price
- What sources, reviews, maps, websites, or public pages influence the answer
Why this older case still matters
The local clinic case helped establish the testing method: ask real buying questions, record AI answers, compare source signals, and avoid ranking promises.
The same method now shifts to Chinese dental labs, dental outsourcing China, and
overseas buyer discovery.
Placeholder sample: real test records will be added later
| Customer question | Models | Mentions | Competitors | Description pattern | Source signals |
|---|---|---|---|---|---|
| Which dental clinic in Shenzhen is reliable? | Doubao / DeepSeek | Placeholder: Clinic A appears, Clinic B does not | Clinic A, Clinic C, Clinic D | Reputation, chain brand, service range | Map pages, reviews, official sites, third-party content |
| Where should a child get a dental filling in Nanning? | Yuanbao / Kimi | Placeholder: competitors mentioned, target clinic missing | Clinic E, Clinic F | Child-friendly, doctor patience | Local Q&A, map reviews, clinic introduction pages |
| How should I choose an implant dentist in Guangzhou? | Doubao / Yuanbao | Placeholder: price advice appears, clinic names are unstable | Clinic G, Clinic H | Transparent price, doctor experience | Price comparison articles, service pages, public Q&A |
This table explains the testing structure only. It is not a real ranking,
recommendation, or judgment about any clinic.
Description quality
A vague or outdated mention is weak. How AI describes the clinic can matter as much as whether it appears.
Source quality
Official sites, maps, reviews, doctor pages, cases, and third-party mentions all affect how AI forms the picture.
FAQ
Is this judging whether a dental clinic is objectively good?
No. The page observes how AI answer engines filter and describe local dental clinics. It does not rate clinics or make medical recommendations.
Why use dental care as the benchmark?
Dental care is local, high-trust, comparison-heavy, and close to real buying decisions. Patients compare price, doctor trust, child-friendliness, reviews, distance, and treatment proof before booking.
Is the table real ranking data?
No. The table is a placeholder that explains the testing structure. Real test records will be added only when the evidence is collected and can be shown responsibly.