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GEO Content Optimizer

优化内容以获得AI引用(GEO)。当用户提到“GEO”、“生成式引擎优化”、“AI引用”、“被AI引用”、“AI友好内容”或创建用于ChatGPT/Claude/Perplexity可见性的内容时使用。

person作者: artyomx33hubclawhub

GEO Content Optimizer

When To Use

  • Creating content for AI citation
  • Refactoring articles for AI compatibility
  • Improving quotability for AI responses
  • Competing in AI-first search
  • Adding authority signals AI systems recognize

Core Concept

SEO = Rank in search results GEO = Get cited in AI-generated answers

The 8 GEO Dimensions

| Dimension | Low (1-2) | High (4-5) | |-----------|-----------|------------| | Definition Clarity | Vague | Citable definitions with metrics | | Quotable Statements | Generic claims | Specific facts with sources | | Factual Density | Opinion-heavy | Data-packed | | Source Citations | None | Traceable to authority | | Q&A Format | Prose only | Explicit Q&A sections | | Authority Signals | No credentials | Expert bylines, credentials | | Content Freshness | Outdated | Dated citations, recent data | | Structural Clarity | Poor hierarchy | Clear headers, lists, tables |

The GEO Score

Score each dimension 1-5. Total /40:

  • 32-40: AI-ready
  • 24-31: Needs optimization
  • 16-23: Major work needed

Quick Wins (30-minute edits)

  1. Add specific statistics with dates and sources
  2. Create standalone definition paragraphs
  3. Include expert quotes with credentials
  4. Add comparison tables
  5. Create FAQ section with 5-7 questions
  6. Replace vague claims with verified facts
  7. Insert authoritative source citations

Output Format

## GEO Audit
Current Score: [X]/40

### Dimension Scores
| Dimension | Score | Quick Fix |
|-----------|-------|-----------|
| [dimension] | [1-5] | [action] |

## Optimized Content Sections

### Definition (Citable)
[Term] is [category] that [function], [key metric].

### Key Statistics
- [Stat with source and date]
- [Stat with source and date]

### FAQ Section
**Q: [Common question]?**
A: [Direct, quotable answer with citation]

Integration

Compounds with:

  • app-planning-skill → Plan content strategy
  • writing-plans → Structure content projects

See references/dimensions.md for scoring details See references/patterns.md for optimization patterns See references/examples.md for before/after examples