aeo-optimization
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ChineseAI Engine Optimization (AEO) Skill
AI引擎优化(AEO)技能
Load with: base.md + web-content.md + site-architecture.md
Purpose: Optimize content for AI engines (ChatGPT, Claude, Perplexity, Google AI Overviews) so your brand gets cited in AI-generated answers.
Source: Based on HubSpot's AEO Guide and industry best practices.
加载依赖:base.md + web-content.md + site-architecture.md
目标: 针对AI引擎(ChatGPT、Claude、Perplexity、Google AI概览)优化内容,让你的品牌在AI生成的回答中被引用。
来源: 基于HubSpot的AEO指南和行业最佳实践。
Why AEO Matters Now
为何AEO如今至关重要
┌────────────────────────────────────────────────────────────────┐
│ THE GREAT DECOUPLING │
│ ──────────────────────────────────────────────────────────── │
│ Impressions ≠ Clicks anymore. │
│ AI engines compile answers from multiple sources. │
│ More buyer journey happens inside chat experiences. │
│ 58% of Google searches = zero clicks (AI overviews). │
├────────────────────────────────────────────────────────────────┤
│ THE OPPORTUNITY │
│ ──────────────────────────────────────────────────────────── │
│ Shape what AI engines say about your category and product. │
│ Get cited as the authoritative source. │
│ Best answer > Best page ranking. │
└────────────────────────────────────────────────────────────────┘Key Stats:
- 70% of consumers use ChatGPT for searches
- 47% of Google queries show AI overviews
- Average ChatGPT prompt: 23 words (vs 4.2 for Google)
- AEO market: $886M (2024) → $7.3B (2031)
┌────────────────────────────────────────────────────────────────┐
│ 大脱钩时代 │
│ ──────────────────────────────────────────────────────────── │
│ 曝光量 ≠ 点击量的时代已经到来。 │
│ AI引擎会从多个来源整合答案。 │
│ 更多买家旅程在聊天场景内完成。 │
│ 58%的谷歌搜索没有产生任何点击(AI概览直接给出答案)。 │
├────────────────────────────────────────────────────────────────┤
│ 机遇所在 │
│ ──────────────────────────────────────────────────────────── │
│ 塑造AI引擎对你所在品类和产品的描述。 │
│ 成为权威来源被引用。 │
│ 最佳答案 > 最佳页面排名。 │
└────────────────────────────────────────────────────────────────┘关键数据:
- 70%的消费者使用ChatGPT进行搜索
- 47%的谷歌查询会展示AI概览
- ChatGPT的平均提示词长度为23个单词(谷歌搜索仅为4.2个)
- AEO市场规模:2024年8.86亿美元 → 2031年预计73亿美元
How AI Engines Choose Answers
AI引擎如何选择答案
AI engines use three main signals to select content for answers:
AI引擎主要通过三个信号选择内容用于生成答案:
1. Consensus
1. 共识性
Facts that appear across multiple credible sources get trusted and reused.
How to build consensus:
- Repeat key facts consistently across your own pages
- Use same terminology as industry leaders
- Link to and from authoritative external sources
- Create internal content clusters that reinforce each other
在多个可信来源中都出现的事实会被AI信任并复用。
如何构建共识性:
- 在你自己的多个页面中一致重复关键事实
- 使用与行业领导者相同的术语
- 与权威外部来源进行双向链接
- 创建相互强化的内部内容集群
2. Information Gain
2. 信息增量
Net-new insight beats generic advice. AI engines prefer content that adds value.
How to add information gain:
- Original research and data
- Concrete examples with specifics
- Clear point of view (not fence-sitting)
- Expert quotes with credentials
- Case studies with metrics
全新的见解胜过通用建议。AI引擎偏好能带来价值的内容。
如何增加信息增量:
- 原创研究和数据
- 包含具体细节的实例
- 明确的立场(不模棱两可)
- 带有资质的专家引用
- 包含指标的案例研究
3. Entities & Structure
3. 实体与结构
Clear entities and tidy structure reduce ambiguity and boost quotability.
How to optimize structure:
- Use semantic triples (Subject → Verb → Object)
- Clear headings with entity names
- Schema markup (Article, FAQ, Product)
- Short, scannable paragraphs (2-4 sentences)
清晰的实体和规整的结构能减少歧义,提升内容被引用的概率。
如何优化结构:
- 使用语义三元组(主体 → 动词 → 客体)
- 包含实体名称的清晰标题
- Schema标记(Article、FAQ、Product类型)
- 简短易读的段落(2-4句话)
Semantic Triples (Critical for AEO)
语义三元组(AEO的核心)
What they are: Compact facts that AI engines (and humans) can't misread.
Pattern: .
[Subject][verb][object]定义: 简洁明确的事实,AI引擎(和人类)都不会误解。
模式: 。
[主体][动词][客体]Examples
示例
✅ GOOD (clear triples):
- HubSpot CRM syncs contact and company data.
- Lead Scoring assigns priority based on engagement.
- Workflows trigger email sequences from events.
❌ BAD (vague, no clear entity):
- The system helps with various tasks.
- It can do many things for users.
- This improves overall performance.✅ 优秀示例(清晰的三元组):
- HubSpot CRM 同步联系人和公司数据。
- 线索评分 根据互动情况分配优先级。
- 工作流 触发基于事件的邮件序列。
❌ 反面示例(模糊,无明确实体):
- 该系统可帮助完成各类任务。
- 它能为用户完成多项工作。
- 这能提升整体性能。Triple Checklist
三元组检查清单
For every key claim, ask:
- Is the subject a clear entity (product, feature, brand)?
- Is the verb specific and active?
- Is the object concrete and measurable?
对于每个关键主张,需确认:
- 主体是否为清晰的实体(产品、功能、品牌)?
- 动词是否具体且为主动语态?
- 客体是否具体可衡量?
Paragraph Pattern (Feature → How → Outcome)
段落模式(功能 → 实现方式 → 成果)
Every substantive paragraph should follow this structure:
[Feature] helps [User/Role] with [Job].
It [mechanism/inputs] to [process].
Teams see [metric/result] in [timeframe/context].
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].每个实质性段落都应遵循以下结构:
[功能] 帮助 [用户/角色] 完成 [工作]。
它通过 [机制/输入] 来实现 [流程]。
团队在 [时间范围/场景] 内可获得 [指标/结果]。
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。Example
示例
markdown
Lead Scoring helps sales teams prioritize prospects. It combines
page views, email engagement, and firmographic data to assign a
numeric score, then auto-enrolls high scorers into follow-up
sequences. Reps focus on qualified accounts and book 40% more
meetings.
- Lead Scoring assigns scores from engagement data.
- High scorers trigger automated follow-up sequences.markdown
线索评分 帮助销售团队优先处理潜在客户。它结合
页面浏览量、邮件互动情况和企业属性数据来分配
数字评分,然后自动将高分线索纳入跟进序列。销售代表可专注于合格客户,会议预约量提升40%。
- 线索评分 根据互动数据分配分数。
- 高分线索 触发自动化跟进序列。Page Templates
页面模板
Template 1: Category Explainer
模板1:品类说明页
Goal: Define the category, tie it to your product, earn citations.
markdown
undefined目标: 定义品类,关联你的产品,获得引用。
markdown
undefinedWhat is [Category]? — [1-2 line value promise]
什么是[品类]? — [1-2句话的价值主张]
What is [Category]? (~80 words)
什么是[品类]?(约80词)
[Plain definition in everyday language. Name adjacent entities.]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[用日常语言给出直白定义,提及相关实体。]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
Why it matters now (~60 words)
为何如今重要(约60词)
[One paragraph. Mention shift to answers over links; tie to buyer outcomes.]
[一个段落。提及从链接到答案的转变;关联买家成果。]
How to apply it (3-5 bullets)
如何应用(3-5个要点)
- [Action 1]
- [Action 2]
- [Action 3]
- [行动1]
- [行动2]
- [行动3]
FAQ
常见问题
Q: [Question]?
A: [~1 sentence answer]
Q: [Question]?
A: [~1 sentence answer]
Q: [Question]?
A: [~1 sentence answer]
Links: [Category hub] | [Product/Feature] | [Credible source 1] | [Credible source 2]
CTA: [Demo / Template / Signup]
Schema: Article + FAQ. Author + last updated.
---Q:[问题]?
A:[约1句话的回答]
Q:[问题]?
A:[约1句话的回答]
Q:[问题]?
A:[约1句话的回答]
链接: [品类中心页] | [产品/功能页] | [可信来源1] | [可信来源2]
行动号召(CTA): [演示 / 模板 / 注册]
Schema标记: Article + FAQ。包含作者 + 最后更新时间。
---Template 2: Product & Feature Page
模板2:产品与功能页
Goal: Clarify capability, fit, and next step; reinforce category linkage.
markdown
undefined目标: 明确能力、适配场景和下一步行动;强化品类关联。
markdown
undefined[Product/Feature] — [Outcome in 3-5 words]
[产品/功能] — [3-5词的成果描述]
[Product/Feature] enables [Outcome] for [User/Role].
[产品/功能] 为[用户/角色]实现[成果]。
[Feature Area 1]
[功能领域1]
[2-4 sentences using Feature → How → Outcome]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
[Feature Area 2]
[功能领域2]
[2-4 sentences using Feature → How → Outcome]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
[Feature Area 3]
[功能领域3]
[2-4 sentences using Feature → How → Outcome]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
FAQ
常见问题
Q: [Question]?
A: [~1 sentence]
Q: [Question]?
A: [~1 sentence]
Q: [Question]?
A: [~1 sentence]
Links: Back to [Category Explainer] | Forward to [Demo/Trial]
Proof: [Benchmark/Analyst/Customer proof]
Notes: Requirements/limits (pricing tier, integrations)
Schema: Article + FAQ. Author + last updated.
---Q:[问题]?
A:[约1句话]
Q:[问题]?
A:[约1句话]
Q:[问题]?
A:[约1句话]
链接: 返回[品类说明页] | 前往[演示/试用页]
证明: [基准数据/分析师报告/客户案例]
备注: 要求/限制(定价层级、集成能力)
Schema标记: Article + FAQ。包含作者 + 最后更新时间。
---Template 3: Comparison / Alternatives Page
模板3:对比/替代方案页
Goal: Help readers decide with clear criteria; earn fair citations.
markdown
undefined目标: 通过清晰标准帮助读者做决策;获得公正引用。
markdown
undefined[Product] vs. [Alternative] — Which fits [Use case]?
[产品] vs. [竞品] — 哪款适合[使用场景]?
Comparison Table
对比表格
| Criterion | [Product] | [Alt A] | [Alt B] | Source |
|---|---|---|---|---|
| [Feature/Limit] | [value] | [value] | [value] | [link] |
| [Requirement] | [value] | [value] | [value] | [link] |
| [Best for] | [value] | [value] | [value] | [link] |
Source-back all claims in the table or footnotes.
| 评估标准 | [产品] | [竞品A] | [竞品B] | 来源 |
|---|---|---|---|---|
| [功能/限制] | [数值] | [数值] | [数值] | [链接] |
| [要求] | [数值] | [数值] | [数值] | [链接] |
| 最佳适配场景 | [描述] | [描述] | [描述] | [链接] |
表格中的所有主张都需标注来源或在脚注中说明。
Fit Statements
适配说明
- [Product] suits [Team/Use case] when [Condition].
- [Alt A] fits [Team/Use case] when [Condition].
- [Alt B] works for [Team/Use case] when [Condition].
Links: [Category Explainer] | [Feature pages]
CTA: [Try / Demo / Talk to Sales]
Schema: Article. Author + last updated.
---- [产品] 适合[团队/场景]当[条件满足时]。
- [竞品A] 适合[团队/场景]当[条件满足时]。
- [竞品B] 适合[团队/场景]当[条件满足时]。
链接: [品类说明页] | [功能页]
行动号召(CTA): [试用 / 演示 / 联系销售]
Schema标记: Article。包含作者 + 最后更新时间。
---Template 4: Use Case / Industry Page
模板4:使用场景/行业页
Goal: Connect product to outcomes in a context readers recognize.
markdown
undefined目标: 将产品与读者熟悉场景下的成果关联。
markdown
undefined[Industry/Use Case] — [Outcome KPI]
[行业/使用场景] — [核心成果指标]
Teams reduce [Metric] by [Y%] in [Timeframe].
团队可在[时间范围]内将[指标]降低[Y%]。
Mini Case Study
小型案例研究
[Company/Role] used [Product/Feature] to [Action], resulting in
[Metric improvement] within [Timeframe].
[公司/角色] 使用[产品/功能] 来[行动],最终在
[时间范围]内实现了[指标提升]。
How It Works
工作原理
[Feature 1]
[功能1]
[Feature → How → Outcome paragraph]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[遵循功能→实现方式→成果模式的段落]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
[Feature 2]
[功能2]
[Feature → How → Outcome paragraph]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
[遵循功能→实现方式→成果模式的段落]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
Who Uses This
适用人群
Roles: [Role 1], [Role 2], [Role 3]
Workflows: [Workflow 1], [Workflow 2]
Integrations: [Integration 1], [Integration 2]
Links: [Product/Feature pages] | [Supporting blog]
CTA: [Industry template / Demo variant]
Schema: Article. Author + last updated.
---角色: [角色1], [角色2], [角色3]
工作流: [工作流1], [工作流2]
集成: [集成工具1], [集成工具2]
链接: [产品/功能页] | [相关博客]
行动号召(CTA): [行业模板 / 定制化演示]
Schema标记: Article。包含作者 + 最后更新时间。
---Template 5: Supporting Blog Post
模板5:支撑性博客文章
Goal: Add information gain and support your content cluster.
markdown
undefined目标: 增加信息增量,支撑内容集群。
markdown
undefined[Topic] — [Specific promise]
[主题] — [具体价值主张]
Opening (~60-80 words)
开篇(约60-80词)
[State the problem. Align terminology with Category Explainer. Preview outcome.]
[提出问题。与品类说明页使用一致术语。预告成果。]
[Section 1 Heading] (~120 words max)
[章节1标题](最多约120词)
[Feature → How → Outcome]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
Internal link: [Related page]
External citation: [Credible source]
[遵循功能→实现方式→成果模式]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
内部链接: [相关页面]
外部引用: [可信来源]
[Section 2 Heading] (~120 words max)
[章节2标题](最多约120词)
[Feature → How → Outcome]
Triples:
- [Subject] [verb] [object].
- [Subject] [verb] [object].
Internal link: [Related page]
External citation: [Credible source]
[遵循功能→实现方式→成果模式]
三元组:
- [主体] [动词] [客体]。
- [主体] [动词] [客体]。
内部链接: [相关页面]
外部引用: [可信来源]
Key Takeaway
核心要点
[1-2 lines summarizing the main point]
CTA: [Single primary action]
Schema: Article. Author + last updated.
---[1-2句话总结核心观点]
行动号召(CTA): [单一主要行动]
Schema标记: Article。包含作者 + 最后更新时间。
---Site-Wide Trust Signals
全站信任信号
Required on Every Page
每个页面都必须包含
| Element | Implementation |
|---|---|
| Schema markup | Article + FAQ (if FAQ exists) |
| Author attribution | Name, bio, credentials, photo |
| Last updated date | Visible, machine-readable |
| Internal links | 3-5 per page (upstream/downstream) |
| External citations | 1-2 credible sources per section |
| Single CTA | Demo, template, or signup (repeated once near end) |
| 元素 | 实现方式 |
|---|---|
| Schema标记 | Article + FAQ(如果有FAQ部分) |
| 作者署名 | 姓名、简介、资质、照片 |
| 最后更新时间 | 可见且机器可识别 |
| 内部链接 | 每页3-5个(上下游链接) |
| 外部引用 | 每个章节1-2个可信来源 |
| 单一行动号召 | 演示、模板或注册(在页面末尾重复一次) |
Schema Implementation
Schema标记实现
html
<!-- Article Schema -->
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "[Page Title]",
"author": {
"@type": "Person",
"name": "[Author Name]",
"url": "[Author Bio URL]"
},
"datePublished": "[ISO Date]",
"dateModified": "[ISO Date]",
"publisher": {
"@type": "Organization",
"name": "[Company]",
"logo": "[Logo URL]"
}
}
</script>
<!-- FAQ Schema (if FAQ section exists) -->
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "[Question 1]",
"acceptedAnswer": {
"@type": "Answer",
"text": "[Answer 1]"
}
},
{
"@type": "Question",
"name": "[Question 2]",
"acceptedAnswer": {
"@type": "Answer",
"text": "[Answer 2]"
}
}
]
}
</script>html
<!-- Article Schema -->
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "[Page Title]",
"author": {
"@type": "Person",
"name": "[Author Name]",
"url": "[Author Bio URL]"
},
"datePublished": "[ISO Date]",
"dateModified": "[ISO Date]",
"publisher": {
"@type": "Organization",
"name": "[Company]",
"logo": "[Logo URL]"
}
}
</script>
<!-- FAQ Schema (if FAQ section exists) -->
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "[Question 1]",
"acceptedAnswer": {
"@type": "Answer",
"text": "[Answer 1]"
}
},
{
"@type": "Question",
"name": "[Question 2]",
"acceptedAnswer": {
"@type": "Answer",
"text": "[Answer 2]"
}
}
]
}
</script>Content Cluster Architecture
内容集群架构
┌─────────────────────┐
│ Category Explainer │
│ "What is AEO?" │
└──────────┬──────────┘
│
┌──────────────────────┼──────────────────────┐
│ │ │
▼ ▼ ▼
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ Product Page │ │ Product Page │ │ Product Page │
│ "Feature A" │ │ "Feature B" │ │ "Feature C" │
└───────┬───────┘ └───────┬───────┘ └───────┬───────┘
│ │ │
▼ ▼ ▼
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ Blog Post │ │ Use Case │ │ Comparison │
│ (supports) │ │ (industry) │ │ (vs. alt) │
└───────────────┘ └───────────────┘ └───────────────┘Linking Rules:
- Category Explainer links DOWN to all product pages
- Product pages link UP to Category Explainer
- Product pages link ACROSS to related features
- Blog posts link UP to Product pages
- Comparison pages link to Category Explainer + relevant Product pages
┌─────────────────────┐
│ 品类说明页 │
│ "什么是AEO?" │
└──────────┬──────────┘
│
┌──────────────────────┼──────────────────────┐
│ │ │
▼ ▼ ▼
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ 产品页 │ │ 产品页 │ │ 产品页 │
│ "功能A" │ │ "功能B" │ │ "功能C" │
└───────┬───────┘ └───────┬───────┘ └───────┬───────┘
│ │ │
▼ ▼ ▼
┌───────────────┐ ┌───────────────┐ ┌───────────────┐
│ 博客文章 │ │ 使用场景页 │ │ 对比页 │
│ (支撑性) │ │ (行业) │ │ (vs.竞品) │
└───────────────┘ └───────────────┘ └───────────────┘链接规则:
- 品类说明页向下链接至所有产品页
- 产品页向上链接至品类说明页
- 产品页横向链接至相关功能页
- 博客文章向上链接至产品页
- 对比页链接至品类说明页 + 相关产品页
AEO Writing Checklist
AEO写作检查清单
Per-Paragraph Checklist
段落级检查清单
- Follows Feature → How → Outcome pattern
- Contains 2-4 sentences (scannable)
- Includes 1-2 semantic triples
- Names specific entities (not vague "it" or "this")
- Uses active voice verbs
- 遵循功能→实现方式→成果模式
- 包含2-4句话(易读)
- 包含1-2个语义三元组
- 提及具体实体(不用模糊的"它"或"这")
- 使用主动语态动词
Per-Section Checklist
章节级检查清单
- Has 1 internal link (upstream or downstream)
- Has 1 external citation (credible source)
- Section heading names an entity
- ~120 words max
- 包含1个内部链接(上游或下游)
- 包含1个外部引用(可信来源)
- 章节标题包含实体名称
- 最多约120词
Per-Page Checklist
页面级检查清单
- H1 contains primary entity + value promise
- Opening claim is a semantic triple
- 3-5 internal links total
- 1-2 external citations total
- Mini-FAQ with 3 questions (if applicable)
- Single primary CTA
- Schema markup (Article + FAQ)
- Author name + bio link
- Last updated date visible
- H1包含核心实体 + 价值主张
- 开篇主张为语义三元组
- 总共3-5个内部链接
- 总共1-2个外部引用
- 包含3个问题的小型FAQ(如适用)
- 单一主要行动号召
- Schema标记(Article + FAQ)
- 作者姓名 + 简介链接
- 可见的最后更新时间
Site-Wide Checklist
全站级检查清单
- Category Explainer exists for each key category
- Product pages link back to Category Explainer
- Content cluster architecture documented
- Author bio pages exist with credentials
- Consistent terminology across all pages
- 每个核心品类都有对应的品类说明页
- 产品页链接回品类说明页
- 内容集群架构已文档化
- 包含带资质的作者简介页
- 所有页面使用一致的术语
Measuring AEO Success
衡量AEO成功的指标
Key Metrics
核心指标
| Metric | How to Track |
|---|---|
| AI citations | Manual checks in ChatGPT, Claude, Perplexity |
| Brand mentions in AI | Search "[brand] + [category]" in AI engines |
| Share of answer | How often you're cited vs competitors |
| LLM traffic | GA4 referral from chatgpt.com, claude.ai, perplexity.ai |
| Impressions-to-clicks gap | GSC impressions vs actual clicks |
| 指标 | 追踪方式 |
|---|---|
| AI引用次数 | 在ChatGPT、Claude、Perplexity中手动检查 |
| AI中的品牌提及 | 在AI引擎中搜索"[品牌] + [品类]" |
| 答案占比 | 与竞品相比,你的内容被引用的频率 |
| 大语言模型(LLM)流量 | 在GA4中追踪来自chatgpt.com、claude.ai、perplexity.ai的推荐流量 |
| 曝光量-点击量差距 | 在谷歌搜索控制台(GSC)中对比曝光量与实际点击量 |
Tools
工具
- HubSpot AEO Grader - Grade your brand's AI visibility
- Google Analytics 4 - Track LLM referral traffic
- Google Search Console - Monitor impressions vs clicks gap
- Manual AI queries - Regularly test your brand in AI engines
- HubSpot AEO Grader - 评估你的品牌AI可见度
- Google Analytics 4 - 追踪LLM推荐流量
- Google Search Console - 监控曝光量与点击量差距
- 手动AI查询 - 定期在AI引擎中测试你的品牌
Common AEO Mistakes
常见AEO错误
| Mistake | Fix |
|---|---|
| Vague language ("it helps with things") | Use specific entities and triples |
| No clear structure | Use Feature → How → Outcome |
| Missing schema | Add Article + FAQ schema |
| No author attribution | Add author name, bio, credentials |
| Generic content | Add original data, examples, POV |
| Orphan pages | Link into content cluster |
| Fence-sitting ("it depends") | Take a clear position |
| No external citations | Add 1-2 credible sources per section |
| 错误 | 修复方案 |
|---|---|
| 模糊表述("它能帮助完成很多事情") | 使用具体实体和三元组 |
| 结构不清晰 | 遵循功能→实现方式→成果模式 |
| 缺少Schema标记 | 添加Article + FAQ Schema |
| 无作者署名 | 添加作者姓名、简介和资质 |
| 内容通用化 | 添加原创数据、实例和明确立场 |
| 孤立页面(无链接) | 将页面纳入内容集群并添加链接 |
| 立场模糊("视情况而定") | 给出明确立场 |
| 无外部引用 | 每个章节添加1-2个可信来源 |
AEO vs Traditional SEO
AEO vs 传统SEO
| Aspect | Traditional SEO | AEO |
|---|---|---|
| Goal | Rank on page 1 | Get cited in AI answers |
| Success metric | Click-through rate | Share of answer |
| Content focus | Keywords | Entities + facts |
| Structure | Headers for scanning | Triples for extraction |
| Links | Backlinks for authority | Citations for consensus |
| Updates | Periodic refresh | Continuous accuracy |
| 维度 | 传统SEO | AEO |
|---|---|---|
| 目标 | 排名首页 | 在AI答案中被引用 |
| 成功指标 | 点击率 | 答案占比 |
| 内容重点 | 关键词 | 实体 + 事实 |
| 结构 | 便于扫描的标题 | 便于提取的三元组 |
| 链接 | 用于提升权威性的反向链接 | 用于提升共识性的引用 |
| 更新频率 | 定期刷新 | 持续保证准确性 |
Quick Reference
快速参考
Semantic Triple Pattern
语义三元组模式
[Entity/Product] [active verb] [concrete object/result].[实体/产品] [主动动词] [具体客体/成果].Paragraph Pattern
段落模式
[Feature] helps [User] with [Job].
It [mechanism] to [process].
Teams see [result] in [timeframe].[功能] 帮助 [用户] 完成 [工作].
它通过 [机制] 来实现 [流程].
团队在 [时间范围] 内获得 [成果].Page Minimums
页面最低要求
- 3-5 internal links
- 1-2 external citations per section
- 3 FAQ questions with schema
- Author + last updated
- Single CTA
- 3-5个内部链接
- 每个章节1-2个外部引用
- 带Schema标记的3个FAQ问题
- 作者信息 + 最后更新时间
- 单一行动号召
Content Hierarchy
内容层级
- Category Explainer (top)
- Product/Feature pages (middle)
- Use case / Comparison / Blog (supporting)
- 品类说明页(顶层)
- 产品/功能页(中层)
- 使用场景 / 对比 / 博客文章(支撑层)