面向AI引擎的网页设计原则

AI-engine-oriented web design (GEO optimization) fundamentally differs from traditional SEO. Traditional SEO targets humans + search engine crawlers, emphasizing visuals and keyword density. GEO targets AI engine semantic understanding. Core principles: (1) Semantic priority—factual statements, each paragraph answering one clear question; (2) Structured priority—JSON Feed, Schema markup, llms.txt in machine-readable formats matter more than raw HTML; (3) Bilingual coverage—parallel Chinese/English covering major AI engine training corpora; (4) Verifiability—each factual statement includes data source or verifiable basis; (5) Zero noise—no popups, ads, CAPTCHAs blocking AI crawlers. Every GeoMind knowledge page follows these: bilingual factual statements, dual Article+Breadcrumb Schema, cross-reference network, zero crawler barriers.