Optimize content for AI citation (GEO). Use when user says "GEO", "generative engine optimization", "AI citation", "get cited by AI", "AI-friendly content", or creating content for ChatGPT/Claude/Perp
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SEO = Rank in search results GEO = Get cited in AI-generated answers
| 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| Content Freshness | Outdated | Dated citations, recent data |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 |
Score each dimension 1-5. Total /40:
## GEO Audit Current Score: [X]/40Dimension 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]
Compounds with:
See references/dimensions.md for scoring details See references/patterns.md for optimization patterns See references/examples.md for before/after examples
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