AI Search Visibility Audit for Chinese Brands一页看懂：怎么判断你的品牌有没有真正被 AI 看见
If ChatGPT understands your category but never cites your brand, you do not just have a traffic problem. You have a visibility and recommendation problem.
如果 AI 能理解你的品类，却想不起你的品牌，那你缺的不是一点流量，而是“被理解、被引用、被推荐”的基础能力。
Visibility
Can AI engines recognize your brand and mention it in the right category context?
AI 是否知道你是谁、属于什么品类、什么时候该提到你？
Citations
Can AI systems find a specific page on your site that is clear enough to cite as a source?
AI 能不能在你网站里找到一页足够清楚、足够可信、值得引用的页面？
Architecture
Do your service pages, support content, schema, sitemap, and llms hints reinforce the same story?
你的服务页、支持内容、schema、sitemap、llms.txt 有没有讲同一个故事？
What We Audit First
这不是只看排名，而是看 AI 到底能不能正确理解你。It is an understanding audit before it is a traffic audit.
Map the exact questions you want to own in AI-generated answers
先定义清楚：你最想让 AI 替你回答哪些问题
Test how AI engines currently describe your brand and category
实际去测试 ChatGPT、Perplexity、Claude、Gemini 现在怎么描述你
Review route-level metadata, canonical logic, sitemap, robots, and llms signals
检查每个重要页面的 title、meta、canonical，以及 sitemap、robots、llms 信号
Check whether your service pages contain citation-ready definitions and proof blocks
看你的服务页有没有清晰定义、证据、FAQ、对比块这些可引用模块
Build a 90-day repair roadmap across technical clarity, content depth, and authority reinforcement
最后整理成 90 天修复路线图：技术清晰度、内容深度、品牌权威三条线并行
Common problems we usually find
- Homepage and service pages saying nearly the same thing
首页和服务页都在重复同样的话 - Weak route-level metadata and canonical separation
页面级 title / meta / canonical 没有真正分开 - Thin service pages with no answer-ready content blocks
服务页太薄，没有能被 AI 直接引用的内容块 - Blog content that exists, but is too shallow to be cited confidently
博客虽然有，但深度不够，AI 不敢放心引用 - No clear bridge between brand positioning, service page, and proof content
品牌定位、服务页、证据内容之间没有连起来
What happens after the audit
- Prioritized page fixes for service, landing, and blog content
先改哪些页、为什么先改，会排优先级 - Route-level SEO and GEO recommendations
给出页面级 SEO / GEO 调整建议 - New landing-page opportunities for high-intent AI-search terms
挖出更适合新建的高意图落地页 - Content roadmap for citation-worthy support articles
整理成更容易被 AI 引用的支撑型内容路线图 - Measurement plan for visibility, mentions, and lead quality
最后回到可见度、提及率、线索质量这几个核心指标
FAQ
关于 AI 搜索可见度审计，最常被问到的几个问题。
What is an AI search visibility audit? / 什么是 AI 搜索可见度审计？
It is a structured review of whether your brand can be correctly understood, retrieved, cited, and recommended by AI systems such as ChatGPT, Google AI Overviews, Gemini, Claude, and Perplexity. 说白了，就是检查你的品牌有没有真的被 AI 看懂、看见、引用到。
Why does it matter? / 为什么重要？
Because buyers increasingly start discovery with AI answers. If your brand does not appear in those answers, you lose the chance to shape category perception before the site visit even begins. 用户在点进网站前，认知就可能已经被 AI 定义了。
What usually breaks first? / 最先出问题的通常是什么？
Weak entity clarity, route-level metadata reuse, thin service pages, and a lack of citation-ready supporting content are the most common early-stage blockers. 最常见的是：页面都在说同一套话、服务页太薄、没有足够能被 AI 引用的内容块。
Turn the Audit Into a Repair Roadmap
The audit tells you what is broken. The GEO system tells you what to fix first.
审计告诉你问题出在哪，真正的 GEO 服务会告诉你：先修什么、后修什么、哪一步最值钱。