# Shenzhen Firm's YihangGEO Loop Traces Inquiries Back to the AI Answer That Produced Them

- Link: https://www.thailand-business-news.com/pr-news/shenzhen-firms-yihanggeo-loop-traces-inquiries-back-to-the-ai-answer-that-produced-them
- Published: 2026-11-11T18:37:00+07:00
- Author: MarketersMEDIA Newswire

_Most GEO vendors report rankings and mentions. Yihang Network’s Loop system – site
build, SEO and GEO in one stack – traces a customer inquiry back to the AI answer
behind it._

Shenzhen, Guangdong Province, China, November 11, 2026 /MarketersMEDIA/ — SHENZHEN,
China, November 11, 2026 – [Shenzhen Yihang Network Technology Co., Ltd.](https://www.chyihang.com/about/)
today introduced [YihangGEO Loop](https://www.chyihang.com/geo/), an in-house system
that traces a customer inquiry back to the specific AI answer that produced it. 
The system combines website build, search engine optimization and generative engine
optimization in a single stack.

The gap it addresses is attribution. Reporting in [generative engine optimization](https://www.chyihang.com/geo/how-to-do-geo.html)
typically covers rankings, citation counts or share of AI mentions. Buyers asking
where an inquiry actually came from are usually answered with exposure data. The
two are not the same thing, and the gap has become a recurring question for procurement
teams evaluating this category.

Yihang Network’s argument is structural. Because the site build, the SEO layer and
the GEO layer run on one system, the visit record and the inquiry record sit in 
the same database. That is what makes tracing possible: the system can show which
AI answer preceded which visit, and which visit preceded which inquiry. When the
same three functions sit in separate systems, the two records sit in separate databases,
and joining them requires an agreed exchange between systems.

Early deployments have produced inquiries quickly. Three clients – a display technology
manufacturer and an automation equipment maker in Shenzhen, and a pharmaceutical
company in Guangzhou – reported inbound inquiries within the first week of go-live.
The company declined to disclose subsequent figures, citing client confidentiality.

What attribution means here

GEO reporting usually stops at the answer. It shows that a brand was cited, how 
often, and in what position. What happens after the citation – the visit, the inquiry–
sits outside that reporting. Loop closes that gap by joining two records that usually
live apart: the AI answer that surfaced the brand, and the inquiry that arrived 
days or weeks later. The output is not a ranking; it is a chain from one specific
answer to one specific conversation.

“A citation count tells you a page was seen,” said the head of Yihang Network’s 
GEO practice. “It does not tell you whether a buyer arrived because of it, or what
happened next. The Loop exists to close that gap.”

The company is explicit about what the system does and does not claim. Loop reports
provenance, not performance: it shows where an inquiry came from, not how many will
arrive. Yihang Network states that it does not guarantee rankings, AI citations 
or inquiry volume, and that individual results vary by category, competition and
starting condition.

![](https://storage.googleapis.com/mmstudio-images/gallery/VNP8M6WuVbg999pEeQTedaXDI0o2/
1794390225986-0.jpg)

What the stack actually contains

Three layers run on one system, which is why the records can be joined.

Site build: the pages themselves are produced inside the system, so structure, page
hierarchy and the factual claims on each page are set where the rest of the data
lives.

SEO layer: indexing, internal linking, sitemaps and the technical conditions that
let a page be crawled and read. This layer also governs continuity – when a specification
changes, the pages that carry it are updated together rather than one at a time.

GEO layer: the parts that determine whether an answer engine quotes a page – extractable
claims, consistent entity naming across properties, and third-party sources that
corroborate the same facts.

Why the records normally sit apart

When these three functions sit in three separate systems, each system holds a fragment:
the pages in one, crawl data in another, citation reporting in a third. The visit
record and the inquiry record land in two of them. Joining the two requires those
systems to exchange data on agreed terms – a project in its own right, and one that
has to be maintained as the site changes. The information does not disappear. It
simply stays in separate places until something joins it.

Yihang Network says it serves export manufacturers across China, with early deployments
concentrated in the Pearl River Delta and Yangtze River Delta. The system is currently
presented through the company’s GEO service line; a standalone product page will
follow.

About Yihang Network

Shenzhen Yihang Network Technology Co., Ltd. was founded in 2021. The company previously
operated Alibaba.com-related services and has extended into generative engine optimization
since 2024. It serves export manufacturers across China through YihangGEO Loop, 
an in-house stack covering site build, SEO and GEO.

Media contact

Yihang Network Communications

Email: geo@chyihang.com

Phone: +86-755-27199401

Website: https://www.chyihang.com/

Contact Info: 
Name: Media RelationsEmail: [Send Email](https://send.releasecontact.com/89209213)
Organization: Shenzhen Yihang Network Technology Co., Ltd.Address: Room 1606, Building
B2, China Merchants Smart City, Guangming District, Shenzhen, ChinaPhone: +86 18565767288/
+86-755-27199401Website: [https://www.chyihang.com/](https://www.chyihang.com/)

Release ID: 89209213

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**Source** : [Shenzhen Firm's YihangGEO Loop Traces Inquiries Back to the AI Answer That Produced Them](https://news.marketersmedia.com/shenzhen-firms-yihanggeo-loop-traces-inquiries-back-to-the-ai-answer-that-produced-them/89209213?rand=206000)

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