aeo-optimization

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AI 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
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目标: 定义品类,关联你的产品,获得引用。
markdown
undefined

What 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:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[用日常语言给出直白定义,提及相关实体。]
三元组:
  1. [主体] [动词] [客体]。
  2. [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:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
  1. [主体] [动词] [客体]。
  2. [主体] [动词] [客体]。

[Feature Area 2]

[功能领域2]

[2-4 sentences using Feature → How → Outcome]
Triples:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
  1. [主体] [动词] [客体]。
  2. [主体] [动词] [客体]。

[Feature Area 3]

[功能领域3]

[2-4 sentences using Feature → How → Outcome]
Triples:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[2-4句话,遵循功能→实现方式→成果模式]
三元组:
  1. [主体] [动词] [客体]。
  2. [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

  1. [Product] suits [Team/Use case] when [Condition].
  2. [Alt A] fits [Team/Use case] when [Condition].
  3. [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.

---
  1. [产品] 适合[团队/场景]当[条件满足时]。
  2. [竞品A] 适合[团队/场景]当[条件满足时]。
  3. [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:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[遵循功能→实现方式→成果模式的段落]
三元组:
  1. [主体] [动词] [客体]。
  2. [主体] [动词] [客体]。

[Feature 2]

[功能2]

[Feature → How → Outcome paragraph]
Triples:
  1. [Subject] [verb] [object].
  2. [Subject] [verb] [object].
[遵循功能→实现方式→成果模式的段落]
三元组:
  1. [主体] [动词] [客体]。
  2. [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:
  1. [Subject] [verb] [object].
  2. [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:
  1. [主体] [动词] [客体]。
  2. [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:
  1. [Subject] [verb] [object].
  2. [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:
  1. [主体] [动词] [客体]。
  2. [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

ElementImplementation
Schema markupArticle + FAQ (if FAQ exists)
Author attributionName, bio, credentials, photo
Last updated dateVisible, machine-readable
Internal links3-5 per page (upstream/downstream)
External citations1-2 credible sources per section
Single CTADemo, 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

MetricHow to Track
AI citationsManual checks in ChatGPT, Claude, Perplexity
Brand mentions in AISearch "[brand] + [category]" in AI engines
Share of answerHow often you're cited vs competitors
LLM trafficGA4 referral from chatgpt.com, claude.ai, perplexity.ai
Impressions-to-clicks gapGSC 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

MistakeFix
Vague language ("it helps with things")Use specific entities and triples
No clear structureUse Feature → How → Outcome
Missing schemaAdd Article + FAQ schema
No author attributionAdd author name, bio, credentials
Generic contentAdd original data, examples, POV
Orphan pagesLink into content cluster
Fence-sitting ("it depends")Take a clear position
No external citationsAdd 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

AspectTraditional SEOAEO
GoalRank on page 1Get cited in AI answers
Success metricClick-through rateShare of answer
Content focusKeywordsEntities + facts
StructureHeaders for scanningTriples for extraction
LinksBacklinks for authorityCitations for consensus
UpdatesPeriodic refreshContinuous accuracy

维度传统SEOAEO
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

  1. Category Explainer (top)
  2. Product/Feature pages (middle)
  3. Use case / Comparison / Blog (supporting)
  1. 品类说明页(顶层)
  2. 产品/功能页(中层)
  3. 使用场景 / 对比 / 博客文章(支撑层)