geo-content-optimizer

通过可引用的陈述和结构化问答，优化 ChatGPT、Perplexity、Google AI Overviews 和 Gemini 中的 AI 引用内容。当用户要求“针对 AI 进行优化”、“被 ChatGPT 引用”、“GEO 优化”、“出现在 AI 答案中”、“使内容可被 AI 引用”或“Google AI 概述优化”时使用。添加可引用的陈述、结构化问答、带有来源的精确统计、专家归因和常见问题解答架构。使用 CORE-EEAT GEO-First 项目作为优化目标。对于以 SEO 为中心的写作，请参阅 seo-content-writer。有关实体和品牌 AI 的存在，请参阅实体优化器。

## 概述（中文）

通过可引用的陈述和结构化问答，优化 ChatGPT、Perplexity、Google AI Overviews 和 Gemini 中的 AI 引用内容。当用户要求“针对 AI 进行优化”、“被 ChatGPT 引用”、“GEO 优化”、“出现在 AI 答案中”、“使内容可被 AI 引用”或“Google AI 概述优化”时使用。添加可引用的陈述、结构化问答、带有来源的精确统计、专家归因和常见问题解答架构。使用 CORE-EEAT GEO-First 项目作为优化目标。对于以 SEO 为中心的写作，请参阅 seo-content-writer。有关实体和品牌 AI 的存在，请参阅实体优化器。

## 原文

# GEO Content Optimizer

> **[SEO & GEO Skills Library](https://github.com/aaron-he-zhu/seo-geo-claude-skills)** · 20 skills for SEO + GEO · [ClawHub](https://clawhub.ai/u/aaron-he-zhu) · [skills.sh](https://skills.sh/aaron-he-zhu/seo-geo-claude-skills)

<details>
<summary>Browse all 20 skills</summary>

**Research** · [keyword-research](../../research/keyword-research/) · [competitor-analysis](../../research/competitor-analysis/) · [serp-analysis](../../research/serp-analysis/) · [content-gap-analysis](../../research/content-gap-analysis/)

**Build** · [seo-content-writer](../seo-content-writer/) · **geo-content-optimizer** · [meta-tags-optimizer](../meta-tags-optimizer/) · [schema-markup-generator](../schema-markup-generator/)

**Optimize** · [on-page-seo-auditor](../../optimize/on-page-seo-auditor/) · [technical-seo-checker](../../optimize/technical-seo-checker/) · [internal-linking-optimizer](../../optimize/internal-linking-optimizer/) · [content-refresher](../../optimize/content-refresher/)

**Monitor** · [rank-tracker](../../monitor/rank-tracker/) · [backlink-analyzer](../../monitor/backlink-analyzer/) · [performance-reporter](../../monitor/performance-reporter/) · [alert-manager](../../monitor/alert-manager/)

**Cross-cutting** · [content-quality-auditor](../../cross-cutting/content-quality-auditor/) · [domain-authority-auditor](../../cross-cutting/domain-authority-auditor/) · [entity-optimizer](../../cross-cutting/entity-optimizer/) · [memory-management](../../cross-cutting/memory-management/)

</details>

This skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility.

## When to Use This Skill

- Optimizing existing content for AI citations
- Creating new content designed for both SEO and GEO
- Improving chances of appearing in AI Overviews
- Making content more quotable by AI systems
- Adding authority signals that AI systems trust
- Structuring content for AI comprehension
- Competing for visibility in the AI-first search era

## What This Skill Does

1. **Citation Optimization**: Makes content more likely to be quoted by AI
2. **Structure Enhancement**: Formats content for AI comprehension
3. **Authority Building**: Adds signals that AI systems trust
4. **Factual Enhancement**: Improves accuracy and verifiability
5. **Quote Creation**: Creates memorable, citeable statements
6. **Source Attribution**: Adds proper citations that AI can verify
7. **GEO Scoring**: Evaluates content's AI-friendliness

## How to Use

### Optimize Existing Content

```
Optimize this content for GEO/AI citations: [content or URL]
```

```
Make this article more likely to be cited by AI systems
```

### Create GEO-Optimized Content

```
Write content about [topic] optimized for both SEO and GEO
```

### GEO Audit

```
Audit this content for GEO readiness and suggest improvements
```

## Data Sources

> See [CONNECTORS.md](../../CONNECTORS.md) for tool category placeholders.

> **Note:** All integrations are optional. This skill works without any API keys — users provide data manually when no tools are connected.

**With ~~AI monitor + ~~SEO tool connected:**
Automatically pull AI citation patterns (which content is being cited by ChatGPT, Claude, Perplexity), current AI visibility scores, competitor citation frequency, and AI Overview appearance tracking.

**With manual data only:**
Ask the user to provide:
1. Target queries where they want AI citations
2. Current content URL or full content text
3. Any known instances where competitors are being cited by AI

Proceed with the full workflow using provided data. Note in the output which metrics are from automated collection vs. user-provided data.

## Instructions

When a user requests GEO optimization:

1. **Load CORE-EEAT GEO-First Optimization Targets**

   Before optimizing, load GEO-critical items from the [CORE-EEAT Benchmark](../../references/core-eeat-benchmark.md):

   ```markdown
   ### CORE-EEAT GEO-First Targets

   These items have the highest impact on AI engine citation. Use as optimization checklist:

   **Top 6 Priority Items**:
   | Rank | ID | Standard | Why It Matters |
   |------|----|----------|---------------|
   | 1 | C02 | Direct Answer in first 150 words | All engines extract from first paragraph |
   | 2 | C09 | Structured FAQ with Schema | Directly matches AI follow-up queries |
   | 3 | O03 | Data in tables, not prose | Most extractable structured format |
   | 4 | O05 | JSON-LD Schema Markup | Helps AI understand content type |
   | 5 | E01 | Original first-party data | AI prefers exclusive, verifiable sources |
   | 6 | O02 | Key Takeaways / Summary Box | First choice for AI summary citations |

   **All GEO-First Items** (optimize for all when possible):
   C02, C04, C05, C07, C08, C09 | O02, O03, O04, O05, O06, O09
   R01, R02, R03, R04, R05, R07, R09 | E01, E02, E03, E04, E06, E08, E09, E10
   Exp10 | Ept05, Ept08 | A08

   **AI Engine Preferences**:
   | Engine | Priority Items |
   |--------|----------------|
   | Google AI Overview | C02, O03, O05, C09 |
   | ChatGPT Browse | C02, R01, R02, E01 |
   | Perplexity AI | E01, R03, R05, Ept05 |
   | Claude | R04, Ept08, Exp10, R03 |

   _Full benchmark: [references/core-eeat-benchmark.md](../../references/core-eeat-benchmark.md)_
   ```

2. **Analyze Current Content**

   ```markdown
   ## GEO Analysis: [Content Title]
   
   ### Current State Assessment
   
   | GEO Factor | Current Score (1-10) | Notes |
   |------------|---------------------|-------|
   | Clear definitions | [X] | [notes] |
   | Quotable statements | [X] | [notes] |
   | Factual density | [X] | [notes] |
   | Source citations | [X] | [notes] |
   | Q&A format | [X] | [notes] |
   | Authority signals | [X] | [notes] |
   | Content freshness | [X] | [notes] |
   | Structure clarity | [X] | [notes] |
   | **GEO Readiness** | **[avg]/10** | **Average across factors** |
   
   **Primary Weaknesses**:
   1. [Weakness 1]
   2. [Weakness 2]
   3. [Weakness 3]
   
   **Quick Wins**:
   1. [Quick improvement 1]
   2. [Quick improvement 2]
   ```

3. **Apply GEO Optimization Techniques**

   > **GEO fundamentals**: AI systems prioritize content that is authoritative (expert credentials, proper citations), accurate (verifiable, up-to-date), clear (well-structured, unambiguous), and quotable (standalone answers, specific data). See [references/geo-optimization-techniques.md](./references/geo-optimization-techniques.md) for details.

   Apply the six core optimization techniques: definition optimization, quotable statement creation, authority signal enhancement, structure optimization, factual density improvement, and FAQ schema implementation.

   > **Reference**: See [references/geo-optimization-techniques.md](./references/geo-optimization-techniques.md) for detailed before/after examples, templates, and checklists for each technique.

   Key principles:
   - **Definitions**: 25-50 words, standalone, starting with the term
   - **Quotable statements**: Specific statistics with sources, verifiable facts
   - **Authority signals**: Expert quotes with credentials, proper source citations
   - **Structure**: Q&A format, comparison tables, numbered lists
   - **Factual density**: Replace vague claims with specific data points
   - **FAQ schema**: JSON-LD FAQPage markup matching visible content

4. **Generate GEO-Optimized Output**

   ```markdown
   ## GEO Optimization Report

   ### Changes Made

   **Definitions Added/Improved**:
   1. [Definition 1] - [location in content]
   2. [Definition 2] - [location in content]

   **Quotable Statements