锁定一个细分买家问法 “best perfume glass bottle supplier in China”,约 12 周从海外 AI 完全隐形,做到该问法 AI 推荐首位。Targeting one buyer query — “best perfume glass bottle supplier in China” — from invisible to #1 in ~12 weeks.
实测基线:海外买家真实问法 × 三大 AI × 多轮复测,妍创在「香水玻璃瓶」相关问法的出现率为 0%,零次被提及、零幻觉。AI 此刻反复推荐的是 made-in-china 目录、几篇行业榜单博客与少数同行官网——妍创不在其中,等于在采购最源头被静默淘汰。Baseline: 0% mention rate on perfume-bottle queries across the top AIs. AI kept recommending directories, a few Top-N blogs and rival sites — Yanchuang wasn't among them.
我们不撒网,先把全部火力集中到一个能赢的细分问法,做到第一,再向相邻问法扩展。We don't spread thin — we win one query first, then expand.
用真实买家问法定位「香水玻璃瓶」这一战场,并解剖出 AI 在该问法下到底吃哪些信源。
🔒 具体问法清单与信源权重为专有方法proprietaryPin the perfume-bottle battlefield and map which sources AI actually cites.
在英文站围绕该品类系统化建设可被 AI 抽取的知识内容 + 结构化数据 + llms.txt。
🔒 内容结构与模板为专有方法proprietaryBuild AI-extractable knowledge content + schema + llms.txt for the category.
在 AI 最常引用的几类信源上完成占位与优化,让"答案的来源"里出现妍创。
🔒 具体信源与进榜路径为专有方法proprietaryPlace Yanchuang into the source types AI cites most.
在真实采购社区被自然提及,为慢平台铺路;每 8 周复测,按数据加码。
🔒 渠道与节奏为专有方法proprietaryEarn authentic community mentions; re-test every 8 weeks and double down.
真实问法多轮实测,确认起点出现率 0%、信源与竞品格局。Confirm 0% baseline, map sources & rivals.
出现率 0%rate 0%在香水玻璃瓶相关问法中,选定一个可赢的细分问法集中突破。Pick one winnable perfume-bottle query to focus on.
完成该品类的知识内容 + 结构化数据 + llms.txt,让 Gemini 先抓到。Ship category content + schema + llms.txt.
出现率 ≈ 15%rate ≈ 15%在 AI 高频引用的信源完成占位,Perplexity 开始点名。Place into top-cited sources; Perplexity starts naming you.
出现率 ≈ 35%rate ≈ 35%真实采购社区自然提及,巩固跨平台一致性。Authentic community mentions reinforce consistency.
出现率 ≈ 48%rate ≈ 48%该细分问法 AI 推荐池稳定首位,域名给对、零幻觉。Stable #1 in the niche query, correct domain, zero hallucination.
出现率 ≈ 55% · 第 1 位≈ 55% · #1说明:数据为该细分问法的实测/阶段结果,已对具体关键词、信源名单、内容与渠道做脱敏处理(标 🔒 处为 COSGEO 专有方法)。AI 引用池高速轮换,需持续运营维持位次。Note: niche-query results; exact keywords, sources, content and channels are redacted (🔒 = proprietary). AI pools rotate — ongoing work maintains the position.
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