geo-optimizerOptimize 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/Perplexity visibility.
Install via ClawdBot CLI:
clawdbot install artyomx33/geo-optimizerSEO = 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| Content Freshness | Outdated | Dated citations, recent data |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]/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]Compounds with:
See references/dimensions.md for scoring details
See references/patterns.md for optimization patterns
See references/examples.md for before/after examples
Generated Mar 1, 2026
Agency creating blog posts and articles for clients to improve visibility in AI-generated answers like ChatGPT. They use GEO to audit and optimize existing content, ensuring it includes citable definitions and authoritative sources to increase citation rates.
Publisher developing online courses and textbooks that need to be cited by AI tutors. They apply GEO dimensions to structure content with clear definitions, Q&A sections, and up-to-date statistics to enhance quotability in educational AI responses.
Startup writing technical articles to establish thought leadership and get cited in AI-generated industry reports. They use GEO to add factual density, source citations, and authority signals like expert credentials to compete in AI-first search.
Portal providing medical advice and health articles that must be accurate and citable by AI health assistants. They optimize content with specific statistics, traceable sources, and clear hierarchies to ensure reliable citations in AI responses.
Offer a GEO audit tool as a subscription service for content creators, charging monthly fees for access to scoring, quick wins, and optimization templates. Revenue comes from tiered plans based on content volume and features.
Provide one-on-one or team-based consulting to businesses, conducting GEO audits and implementing optimizations for their content. Revenue is generated through project-based fees or retainer agreements for ongoing support.
Create a platform where writers sell GEO-optimized articles to clients seeking AI-friendly content. Revenue is earned via commissions on sales or listing fees for premium content that scores high on GEO dimensions.
💬 Integration Tip
Integrate with app-planning-skill to align GEO optimization with overall content strategy, ensuring quick wins like adding FAQ sections are prioritized in project plans.
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