Shenzhen Firm's YihangGEO Loop Traces Inquiries Back to the AI Answer That Produced Them
Nov 11, 2026
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. today introduced YihangGEO Loop, 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 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.
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: [email protected]
Phone: +86-755-27199401
Website: https://www.chyihang.com/
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Organization: Shenzhen Yihang Network Technology Co., Ltd.
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Website: https://www.chyihang.com/
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