AIGEO 不是玄学。它是一条可量化、可复制、可持续运营的工程链路：先量清差距，再一节节把"被 AI 引用"这件事做出来。AIGEO isn't magic. It's a measurable, repeatable, ongoing pipeline: measure the gap, then engineer "being cited by AI" step by step.
用海外买家真实问法，对 ChatGPT/Perplexity/Gemini 多轮实测，算出你的出现率、域名是否给对、竞品引用榜、信源榜。没量过，优化无从谈起。Run real buyer queries across the top AIs to compute your mention rate, domain accuracy, rival list and source list. No baseline, no optimization.
把 5 类买家 × 采购旅程的提问，加上 AI 自动衍生的子查询，列成完整清单。每个问题都是一个可被命中的内容入口。List every buyer question across the journey, plus the sub-queries AI generates. Each one is a content entry point.
每个核心问题写一篇指南，开头放直答框（利于 AI 抽取），加 Article/FAQ 结构化数据 + llms.txt，告诉 AI 爬虫你能回答什么。A guide per question with a TL;DR answer box, Article/FAQ schema and llms.txt telling AI crawlers what you answer.
Made-in-China、阿里国际站企业页建好养肥，关键词写满——实测里 made-in-china 被 AI 引用最多。Build and enrich Made-in-China and Alibaba profiles — the most-cited source in our tests.
行业"Top 10/15 中国供应商"博客是 Perplexity 的命脉。争取被收录、投稿、或自建同结构文章——这是出现率起步最快的杠杆。"Top-N China suppliers" blogs are Perplexity's lifeblood. Get listed, contribute, or build your own — the fastest lever.
Reddit、专业论坛被真实提及（绝非硬广），为 ChatGPT 这种靠模型权重的慢平台铺路。Earn authentic mentions on Reddit and forums — the long game for model-weight platforms like ChatGPT.
每 8 周复测一次，哪个问法涨了就加码对应信源，哪个不动就补内容。AI 引用池高速轮换，AIGEO 是持续运营不是一锤子。Re-measure every 8 weeks; double down on what moves. Citation pools rotate — AIGEO is ongoing, not one-off.
目标：核心问法被 AI 稳定提名，高意向询盘从采购源头主动来。Goal: steady AI mentions and high-intent inbound from the source.
这是实测出来的差异，决定先打谁、怎么打。Measured differences that decide what to attack first.
狂引「Top N」榜单。最容易先打进——进榜单 + B2B 目录 + Reddit，2–8 周可见效。Cites Top-N lists. Easiest entry — lists + directories + Reddit, results in 2–8 weeks.
重度直引厂商官网。官网知识化是命脉——博客 + schema + llms.txt，3–10 周。Cites factory sites heavily. Site content is key — guides + schema + llms.txt, 3–10 weeks.
常不联网、靠模型记忆。靠长期口碑沉淀——Reddit + 权威媒体，6–12 个月，护城河最深。Often offline, memory-driven. Reputation over time — Reddit + authority, 6–12 months, deepest moat.
基准为经验区间，实测领先者在部分细分问法接近必提。Indicative ranges; leaders hit near-100% on some niches.
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