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The GEO methodology library. This section publishes working method for Generative Engine Optimization, breakdowns of how AI engines collect and cite sources, and industry observation on brand visibility in AI search. Every article is written in GEO architecture — structured, traceable, dated, and quotable in full. The section currently publishes 4 articles, each carrying FAQPage structured data and explicit dates.

GEO architecture · Content methodology

Publishing our GEO practice in the open is itself a GEO exercise

A brand that sells GEO loses its credibility the moment its own pages cannot be read or cited by AI. So this section is both a public method library and our open test bed: every article carries structured data, explicit dates, traceable facts and question-and-answer blocks — readable by you, and readable by AI engines. This site is its own sample: 32 pages, 29 classes of structured data, 52 AI crawler user agents allowed.

Applied methodology Quotable in full Article structured data Kept current
GEO GEO basics · Start here
GEO basics

What is GEO? A complete guide to Generative Engine Optimization (2026)

GEO — Generative Engine Optimization — is the practice of organising content around the source-selection preferences of AI search engines, so that an AI assistant cites your brand when it answers a related question. This guide covers three things: what GEO actually optimises, the three fundamental differences from SEO, and the six components of a GEO architecture. The practical target is a set of self-contained paragraphs a machine can lift and cite without the rest of the page.

2026-09-22 About 12 minutes Shangxun Media content team
SEO GEO basics

GEO vs SEO: from chasing rankings to being written into the answer

SEO competes for a position in a list of results; GEO competes for a place inside a generated answer. The two differ in entry mechanism, content form and success metrics. This article breaks the comparison down row by row, then gives five actions that improve both at once. The two therefore need 2 different measurements: a rank position for SEO, a citation count for GEO.

GEO basics 2026-09-22 About 10 minutes
? Methodology

You publish a lot. Why won't AI cite you? Six most common reasons

When AI will not cite your content, the problem is usually form rather than quality. Crawlers blocked, body text rendered by JavaScript, no structured facts, no freshness signal, unverifiable sourcing, no question-and-answer structure — six reasons, each with a diagnostic and a fix. The 6 causes split into 2 groups: the first 3 are "AI cannot get it", the last 3 are "AI will not cite it".

Methodology 2026-09-22 About 11 minutes
AI Industry

Brand visibility in the AI search era: three shifts already underway

Users ask AI directly instead of scanning results. Engines cite largely non-overlapping sources — even between the closest pair of platforms (Perplexity and Google AI Overviews), domain overlap is only about 23.7%. And citation status expires quickly. Three shifts are rewriting the rules of brand visibility.

Industry 2026-09-22 About 7 minutes
B2B Overseas GEO

When overseas buyers ask AI "which supplier is reliable", are you in the answer?

Overseas B2B buyers now ask ChatGPT, Perplexity or Google AI Overviews for a supplier shortlist and get a paragraph of integrated recommendations back. This article breaks down where AI citations actually come from (Reddit 21.0%, YouTube 18.8%), the click gap between cited and uncited brands, and why overseas static IP, automated social publishing and a GEO site decide whether you are in the answer.

Overseas GEO 2026-10-07 About 14 minutes
Sources

Figures quoted in the summaries above — including the roughly 23.7% domain overlap between the two closest AI platforms — come from public reporting and research. Third-party data, not our own measurement, and not a prediction of results for any specific project. Checkable sources: Writesonic / Ahrefs reporting (2026), Yext / Muck Rack reporting (2026), University of Toronto and related papers (2026), GEO measurement benchmarks (2026).

GEO architecture · AI-visible

Want your brand inside the answer too?

Two ways in. Write GEO articles yourself with the Shangxun Media GEO Project workspace inside the WeChat mini program Shangxun Global Brand Promotion & Planning (Chinese name: 商讯传媒全球品牌推广与策划) at CNY 50.00 per article in 14 languages — or hand the whole cycle to a monthly GEO plan (GEO Domestic, CNY 3,680/quarter; GEO Standard, CNY 3,980/quarter).

Explore the GEO service → Overseas promotion

How to start: inside WeChat, search for the mini program 「Shangxun Global Brand Promotion & Planning」 (商讯传媒全球品牌推广与策划), then open the built-in AI workspace (the built-in AI workspace is named "Shangxun Media GEO Project"). The workspace bundles 5 AI capabilities behind a single entry point.