AI 正成为海外品牌研究代工、包材、原料与设备供应商的新入口。当官网事实缺失、冲突或无法核验，你可能在进一步验证前就没有被提到。COSGEO 用五层诊断与七步执行，让真实企业能力更容易进入 AI 答案。 AI is becoming a new research entry point for beauty OEM, packaging, ingredient and equipment suppliers. Missing, conflicting or unverifiable facts can keep a supplier out before deeper validation. COSGEO uses five diagnostic layers and seven execution steps to make real capabilities easier for AI to use.
买家让 AI 整理供应商时，未被提及不等于能力不合格，常常只是公开事实不足。结果是你可能连后续比价、验厂与打样都没进入。Not being mentioned does not mean you are unqualified; it often means your public facts are insufficient. You may miss the later comparison, audit and sampling stages.
在已归档项目中，存在“有独立站或 B2B 店铺、特定问法出现率仍为 0%”的真实基线。问题通常出在可抓取、可理解、可匹配或可核验。Archived projects include real 0% baselines despite having websites or B2B profiles. The gap is usually crawlability, understanding, matching or verification.
PCR、面膜、油控等消费者趋势，常会转化为品牌方对材质、配方、起订量和合规的采购问题。问题变了，官网与证据也要跟着更新。PCR, masks and oil-control trends often become sourcing questions about materials, formulas, MOQ and compliance. As queries change, site facts and evidence must evolve.
基础自测不需要提交公司或联系方式；需要真实 AI 答案基线时，再按企业、品类、市场与买家问题做专业测试。The self-check needs no company or contact details. For a real AI-answer baseline, request an audit scoped to your company, category, market and buyer queries.
SEO 解决搜索入口与页面可发现性；AIGEO 在此基础上，让 AI 更容易抓取、理解、匹配并核验企业事实。被提及只是进入进一步验证的机会，不等于采购认可、固定排名或成交。SEO supports discovery and indexing. AIGEO builds on it so AI can crawl, understand, match and verify business facts. A mention is an opportunity for further validation, not procurement approval, a fixed rank or a sale.
COSGEO 已精确去重归档 1,550+ 条可回查的 AI 回答记录，用真实买家问法分别测量正文提及、官网引用与综合出现，覆盖六类主流 AI 观测面。COSGEO has archived 1,550+ exactly deduplicated AI-answer records built from real buyer queries, measuring answer-body mentions, owned-domain citations and combined presence separately across six major AI surfaces.
统计截至 2026-08-09：原始文件 1,565 条，按文件内容精确去重后 1,559 条。一次问法 × 一个平台 × 一轮计 1 条。ChatGPT、Gemini、Perplexity、Claude 为 DataForSEO API 代理观测；Copilot 与 Google AI Overview 为 SerpApi 抽取的搜索表面观测。API 观测不等同于六个第一方消费者产品会话。As of 9 Aug 2026: 1,565 raw files and 1,559 exact-content-unique records. One query × one platform × one run equals one record. ChatGPT, Gemini, Perplexity and Claude are DataForSEO API-proxied observations; Copilot and Google AI Overview are SerpApi-extracted search-surface observations. API observations are not six first-party consumer-product sessions.
下列频次来自指定归档样本，仅用于说明复测时如何记录信源，不代表全行业排序Frequencies below are scoped to archived samples and illustrate source tracking, not an industry-wide ranking
实测出来的差异From real testing
2026-08-09 的 840 条有效观测：正文提及率——ChatGPT 92.8%、Perplexity 90.0%、Gemini 51.7%、Claude 35.0%、Copilot 6.7%、AI Overview 48.3%；官网引用率——ChatGPT 92.8%、Perplexity 95.6%、Gemini 0%、Claude 32.2%、Copilot 80.0%、AI Overview 53.3%。所有分母包含有效但未触发的 AI Overview，完整方法与置信区间见证据页。840 valid observations dated 9 Aug 2026. Answer-body mention rates: ChatGPT 92.8%, Perplexity 90.0%, Gemini 51.7%, Claude 35.0%, Copilot 6.7%, AI Overview 48.3%. Owned-domain citation rates: ChatGPT 92.8%, Perplexity 95.6%, Gemini 0%, Claude 32.2%, Copilot 80.0%, AI Overview 53.3%. Valid non-triggered AI Overview runs remain in the denominator; see the evidence page for methods and confidence intervals.
五层回答“卡在哪里”：能抓取、能理解、能匹配、能核验、能复测；七步回答“接下来怎么修”。The five layers answer where the system breaks: crawl, understand, match, verify and measure. The seven steps answer what to fix next.
用买家真实问法跑出你的出现率，看清差距。Measure your real mention rate across platforms.
列全买家提问 + AI 衍生子查询，定内容入口。Map buyer questions and AI sub-queries.
直答内容、结构化数据与页面事实保持一致；llms.txt 只做辅助导航。Align direct answers, structured data and page facts; use llms.txt only as navigation support.
官网、B2B 目录与公开资料中的名称、域名和能力一致。Align names, domains and capabilities across the site, directories and public profiles.
用可验证的行业目录、媒体与专业内容补证据，不做虚假背书。Add verifiable directories, editorial and professional sources without fake endorsements.
客户评价、展会记录、案例与社区讨论必须真实可核验。Customer reviews, event records, cases and community discussions must be authentic and verifiable.
按约定周期复用同平台、问法与轮次，比较变化并继续修复。Repeat the agreed platforms, queries and runs; compare change and continue fixing gaps.
目标：在同平台、同问法、同轮次规则下看清变化，不承诺固定排名或推荐结果。Goal: measure change under the same platforms, queries and run rules — without promising a fixed rank or recommendation.
同一诊断框架也适用于原料、设备、品牌与外贸服务商；专业测试会按你的真实业务重建问题库。The same framework also applies to ingredient, equipment, brand and export-service companies; expert audits rebuild the query set around your actual business.
做配方、膏体、成品代工的工厂。围绕品类、MOQ、打样、目标市场和合规边界，建设更容易被理解与核验的公开事实。Formula and finished-product manufacturers. Build public facts around category, MOQ, sampling, target markets and compliance boundaries.
做瓶、罐、管、泵头、软包的工厂。把材质、结构、工艺、MOQ、相容性与交期边界变成可匹配、可核验的采购答案。Bottles, jars, tubes, pumps and pouches. Turn material, structure, process, MOQ, compatibility and lead-time boundaries into matchable, verifiable sourcing answers.
香水玻璃瓶代工
3 个平台、8 类买家问题、每题 5 轮；当前只有上线前基线，没有把执行路线写成复测结果。Three platforms, eight buyer-query groups and five runs each; this is a pre-build baseline, not a claimed post-build result.
吸油纸专项 · 2026-07-21
4 平台专项基线；痘痘贴另有 20 条、0% 的独立基线，两种品类不混算、不写成同一增长曲线。A four-platform scoped baseline; acne patch has a separate 20-record, 0% baseline and is not merged into one growth curve.
护肤软胶囊代工
实测先纠正“软胶囊包装设备/代工”混淆，再建立护肤软胶囊、小批量与 OEM 到整线的分层路线。Testing first corrected the machinery/manufacturing category mix-up, then defined skincare-softgel, small-batch and OEM-to-turnkey routes.
每组数据都标明项目、品类、平台、问法、轮次与日期；没有完成同口径复测，就不把执行计划写成结果。看完整基线与五类审计输出 →Each dataset is scoped by project, category, platform, query, run and date; a plan is never presented as a result without like-for-like re-testing. See full baselines and five audit outputs →
专注化妆品代工厂与包材厂，懂你的买家、品类与合规，不是泛泛代理。We focus on cosmetics factories and packaging — we know your buyers and category.
同时看出现率、官网地址准确性、竞品、信源，以及被提到或忽略的上下文原因。Track mention rate, official-domain accuracy, rivals, sources and the context behind inclusion or omission.
绝不编造持证、产能或客户背书；AI 可能组合多个公开来源，真实且一致的事实才有复用价值。No fake certificates, capacity or endorsements; AI may combine public sources, so only true and consistent facts remain useful.
自测结果只在你的浏览器生成。需要真实 AI 答案、竞品和信源基线，再申请专业测试。Your result is generated only in your browser. Request an expert audit when you need real AI answers, rivals and citation sources.