01
识别Recognition
在品类问题里，你的品牌是否出现、是否被归进正确的品类。Whether your brand appears in category questions, and whether it is filed correctly.
GEO · 技术诊断GEO · Technical audit
先看清 AI 眼里的你。See what AI sees first.
GEO 技术诊断检查 AI 与媒体如何描述你的品牌：哪里说错、哪里缺失、为什么更愿意引用竞品。提交域名，我们会回复一份可执行的诊断摘要。A GEO audit inspects how AI and the media describe your brand: what is wrong, what is missing, why a competitor wins the citation. Send your domain and we will reply with an actionable summary.
先提交域名，再谈细节。Start with the domain.
我们会在 48 小时内回复一次初步诊断：AI 是否能识别你、关键事实是否一致、信源缺口在哪里。不收费，也不需要先签合同。We reply within 48 hours with a first-pass audit: whether AI recognises you, whether the facts agree, and where the sources are thin. No fee, no contract first.
- AI 引用概览AI citation overview
- 竞品对比Competitive benchmark
- 信源缺口清单Source gap list
- 优化优先级Prioritized fixes
诊断什么What we check
02
事实Facts
价格、型号、发布时间是否与官网一致，旧信息是否还在被引用。Whether price, models, and dates match your site, and whether old facts keep being cited.
03
信源Sources
AI 引用了谁：域名分布、媒体权重、语料缺口在哪里。Who AI cites: domain spread, media authority, and where the corpus is thin.
五步，从诊断到可复查的结果Five steps from audit to a checkable result
- 01
语料与媒体检索Corpus & media scan
扫描 AI 已引用的页面、媒体与表述，标出缺口。Map the pages, outlets, and phrasings AI already cites.
- 02
媒体发布Media placement
在目标市场的高权重媒体落地结构化信息。Place structured facts in high-authority outlets.
- 03
提示词嵌入Prompt embedding
让品牌事实进入 AI 常用的问答与语料结构。Embed facts into the Q&A structures AI reuses.
- 04
数据评估Measurement
追踪引用、提及与声量变化，验证哪些动作有效。Track citations, mentions, and share of voice.
- 05
GEO 报告GEO report
输出可复盘的诊断与优化报告，进入下一轮。Deliver a reviewable audit and plan for the next cycle.
常见问题Questions
本次报告如何采集 AI 回答？How are AI answers sampled?
本报告通过 Duck.ai 入口采集回答；界面能识别具体模型时会记录模型名称。报告不会把这组采样写成 ChatGPT、Gemini 等产品各自的直接测试。Answers are sampled through Duck.ai. We record the model when the interface identifies it, and do not present this sample as direct testing of ChatGPT, Gemini, or other products.
开始诊断需要提供什么？What do you need to start?
提供官网域名、品牌、品类、一个竞品、目标市场与核心优势。题集固定包含 80 条不含品牌名的中性问题和 20 条直接对比问题。Provide your website, brand, category, one competitor, target market, and strengths. The set contains 80 neutral questions without brand names and 20 direct comparisons.
多久能拿到第一份结果？How fast is the first result?
48 小时内给初步摘要，完整诊断 1–2 周。A first summary within 48 hours; the full audit takes one to two weeks.
优化之后多久能看到变化？When does optimization show up?
通常 4–8 周开始出现引用结构变化，之后按项目周期复盘。Citation patterns usually start shifting in four to eight weeks, then we review on the project cycle.
报告是什么形式？What does the report look like?
一张可复盘的基线表加一份诊断报告，后续每轮都回到同一张表对比。A baseline table you can revisit plus a written audit; every later round is compared against it.
和我们内部的 SEO 团队怎么分工？How does this fit our in-house SEO team?
诊断输出问题清单与信源缺口，SEO 团队可以直接接手执行。The audit hands over a question list and source gaps your SEO team can execute directly.
先做一次诊断，再谈预算。Start with an audit, not a quote.
提交域名即可，不需要先签合同。Send a domain; no contract first.