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geo-optimizer skill

/skills/artyomx33/geo-optimizer

This skill helps optimize content for AI citation by improving clarity, sources, and structure to boost AI-friendly visibility.

npx playbooks add skill openclaw/skills --skill geo-optimizer

Review the files below or copy the command above to add this skill to your agents.

Files (3)
SKILL.md
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---
name: geo-optimizer
version: 1.0.0
description: 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/Perplexity visibility.
---

# 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| Content Freshness | Outdated | Dated citations, recent data |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

```markdown
## 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

Overview

This skill helps authors and publishers optimize content to be cited by generative AI systems (GEO: Generative Engine Optimization). It evaluates eight practical dimensions of content and produces a numeric GEO score plus targeted edits to increase AI quotability. Use it when you want content to surface in ChatGPT, Claude, Perplexity, or other AI-generated answers.

How this skill works

The skill inspects content across eight dimensions—definition clarity, quotable statements, factual density, source citations, Q&A format, authority signals, content freshness, and structural clarity. It scores each dimension 1–5, totals a 40-point GEO score, and returns quick fixes plus ready-made optimized sections (citable definition, key statistics, FAQ). Outputs are actionable edits you can apply in 30 minutes for immediate improvement.

When to use it

  • Preparing articles or pages to be cited by AI assistants
  • Refactoring existing posts for AI-friendly structure
  • Adding authoritative signals and traceable citations
  • Improving content that competes in AI-first discovery
  • Creating Q&A sections and succinct, quotable statements

Best practices

  • Score all eight GEO dimensions and prioritize low-scoring areas first
  • Add dated, traceable statistics and inline source links for key facts
  • Create a standalone definition and short, quotable answers for FAQs
  • Use clear headers, lists, and tables to improve parseability
  • Include bylines, credentials, and expert quotes to raise authority

Example use cases

  • Turn a long opinion article into a data-packed, citable reference with a 5-question FAQ
  • Audit product documentation and add explicit definitions and dated metrics so AIs can quote specs
  • Refactor blog posts to include authoritative citations and comparison tables for better AI visibility
  • Optimize press releases by inserting direct quotes with credentials and source links
  • Improve landing pages by adding concise, factual bullet points and a short definition section

FAQ

What does a GEO score represent?

The GEO score aggregates eight dimensions (1–5 each) into a 40-point scale that indicates how likely AI systems will cite your content; higher scores mean AI-ready content.

How quickly can I see improvements?

Many gains come from quick wins—adding dated stats, a citable definition, and a 5-question FAQ can be completed in 30 minutes and noticeably improve quotability.

Which dimension most affects AI citation?

Source citations and quotable statements tend to have the biggest impact because they make facts traceable and easy for models to quote directly.