aaron-he-zhu

geo-content-optimizer

@aaron-he-zhu/geo-content-optimizer
aaron-he-zhu
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Updated 1/18/2026
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Optimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value.

Installation

$skills install @aaron-he-zhu/geo-content-optimizer
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Details

Pathbuild/geo-content-optimizer/SKILL.md
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Usage

After installing, this skill will be available to your AI coding assistant.

Verify installation:

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Skill Instructions


name: geo-content-optimizer description: Optimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value.

GEO Content Optimizer

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

Instructions

When a user requests GEO optimization:

  1. Understand GEO Fundamentals

    ### How AI Systems Select Content to Cite
    
    AI systems prioritize content that is:
    
    **Authoritative**
    - From recognized experts or trusted sources
    - Contains proper citations and references
    - Shows expertise signals (author credentials, original research)
    
    **Accurate**
    - Factually correct and verifiable
    - Up-to-date information
    - Consistent with consensus knowledge
    
    **Clear**
    - Well-structured and organized
    - Contains clear definitions and explanations
    - Uses unambiguous language
    
    **Quotable**
    - Has standalone statements that answer questions
    - Contains specific facts, statistics, and data
    - Includes memorable, concise explanations
    
  2. Analyze Current Content

    ## GEO Analysis: [Content Title]
    
    ### Current State Assessment
    
    | Factor | Score | Notes |
    |--------|-------|-------|
    | Clear definitions | [1-5] | [notes] |
    | Quotable statements | [1-5] | [notes] |
    | Factual density | [1-5] | [notes] |
    | Source citations | [1-5] | [notes] |
    | Q&A format | [1-5] | [notes] |
    | Authority signals | [1-5] | [notes] |
    | Content freshness | [1-5] | [notes] |
    | Structure clarity | [1-5] | [notes] |
    
    **Overall GEO Score**: [X]/40
    
    **Primary Weaknesses**:
    1. [Weakness 1]
    2. [Weakness 2]
    3. [Weakness 3]
    
    **Quick Wins**:
    1. [Quick improvement 1]
    2. [Quick improvement 2]
    
  3. Optimize for Clear Definitions

    AI systems love clear, quotable definitions.

    ### Definition Optimization
    
    **Before** (Weak for GEO):
    > SEO is really important for businesses and involves various 
    > techniques to improve visibility online through search engines.
    
    **After** (Strong for GEO):
    > **Search Engine Optimization (SEO)** is the practice of optimizing 
    > websites and content to rank higher in search engine results pages 
    > (SERPs), increasing organic traffic and visibility.
    
    **Definition Template**:
    "[Term] is [clear category/classification] that [primary function/purpose], 
    [key characteristic or benefit]."
    
    **Checklist for GEO-Optimized Definitions**:
    - [ ] Starts with the term being defined
    - [ ] Provides clear category (what type of thing it is)
    - [ ] Explains primary function or purpose
    - [ ] Uses precise, unambiguous language
    - [ ] Can stand alone as a complete answer
    - [ ] Is 25-50 words for optimal citation length
    
  4. Create Quotable Statements

    ### Quotable Statement Optimization
    
    AI systems cite specific, standalone statements. Transform vague 
    content into quotable facts.
    
    **Weak (Not quotable)**:
    > Email marketing is pretty effective and lots of companies use it.
    
    **Strong (Quotable)**:
    > Email marketing delivers an average ROI of $42 for every $1 spent, 
    > making it one of the highest-performing digital marketing channels.
    
    **Types of Quotable Statements**:
    
    1. **Statistics**
       - Include specific numbers
       - Cite the source
       - Add context (timeframe, comparison)
       
       Example: "According to [Source], [specific statistic] as of [date]."
    
    2. **Facts**
       - Verifiable information
       - Unambiguous language
       - Authoritative source
       
       Example: "[Subject] was [fact], according to [authoritative source]."
    
    3. **Definitions** (covered above)
    
    4. **Comparisons**
       - Clear comparison structure
       - Specific differentiators
       
       Example: "Unlike [A], [B] [specific difference], which means [implication]."
    
    5. **How-to Steps**
       - Numbered, clear steps
       - Action-oriented language
       
       Example: "To [achieve goal], [step 1], then [step 2], and finally [step 3]."
    
  5. Add Authority Signals

    ### Authority Signal Enhancement
    
    **Expert Attribution**
    
    Add expert quotes and credentials:
    
    > "AI will transform how we search for information," says Dr. Jane Smith, 
    > AI Research Director at Stanford University.
    
    **Source Citations**
    
    Properly cite sources that AI can verify:
    
    Before:
    > Studies show that most people prefer video content.
    
    After:
    > According to Wyzowl's 2024 Video Marketing Statistics report, 
    > 91% of consumers want to see more online video content from brands.
    
    **Authority Elements to Add**:
    - [ ] Author byline with credentials
    - [ ] Expert quotes with attribution
    - [ ] Citations to peer-reviewed research
    - [ ] References to recognized authorities
    - [ ] Original data or research
    - [ ] Case studies with named companies
    - [ ] Industry statistics with sources
    
  6. Optimize Content Structure

    ### Structure Optimization for GEO
    
    AI systems parse structured content more effectively.
    
    **Q&A Format**
    
    Transform content into question-answer pairs:
    
    ```html
    <h2>What is [Topic]?</h2>
    <p>[Direct answer in 40-60 words]</p>
    
    <h2>How does [Topic] work?</h2>
    <p>[Clear explanation with steps if applicable]</p>
    
    <h2>Why is [Topic] important?</h2>
    <p>[Specific reasons with evidence]</p>
    

    Comparison Tables

    For comparison queries, use clear tables:

    FeatureOption AOption B
    [Feature 1][Specific value][Specific value]
    [Feature 2][Specific value][Specific value]
    Best for[Use case][Use case]

    Numbered Lists

    For process or list queries:

    1. Step 1: [Action] - [Brief explanation]
    2. Step 2: [Action] - [Brief explanation]
    3. Step 3: [Action] - [Brief explanation]

    Definition Boxes

    Highlight key definitions:

    Key Definition: [Term] refers to [clear definition].

  7. Enhance Factual Density

    ### Factual Density Improvement
    
    AI systems prefer fact-rich content over opinion-heavy content.
    
    **Content Transformation**:
    
    **Low factual density**:
    > Social media marketing is very popular nowadays. Many businesses 
    > use it and find it helpful for reaching customers.
    
    **High factual density**:
    > Social media marketing reaches 4.9 billion users globally (Statista, 2024). 
    > Businesses using social media marketing report 66% higher lead generation 
    > rates compared to non-users (HubSpot State of Marketing Report, 2024). 
    > The most effective platforms for B2B marketing are LinkedIn (96% usage), 
    > Twitter (82%), and Facebook (80%).
    
    **Factual Enhancement Checklist**:
    - [ ] Add specific statistics with sources
    - [ ] Include exact dates, numbers, percentages
    - [ ] Replace vague claims with verified facts
    - [ ] Add recent data (within last 2 years)
    - [ ] Include multiple data points per section
    - [ ] Cross-reference with authoritative sources
    
  8. Implement FAQ Schema

    ### FAQ Optimization for GEO
    
    FAQ sections are highly effective for GEO because:
    - They match question-based AI queries
    - They provide concise, structured answers
    - FAQ schema helps AI understand Q&A pairs
    
    **FAQ Structure**:
    
    ## Frequently Asked Questions
    
    ### [Question matching common query]?
    
    [Direct answer: 40-60 words]
    [Supporting detail or example]
    
    ### [Question matching common query]?
    
    [Direct answer: 40-60 words]
    [Supporting detail or example]
    
    **FAQ Schema (JSON-LD)**:
    
    ```json
    {
      "@context": "https://schema.org",
      "@type": "FAQPage",
      "mainEntity": [{
        "@type": "Question",
        "name": "[Question text]",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "[Answer text]"
        }
      }]
    }
    
  9. Generate GEO-Optimized Output

    ## GEO Optimization Report
    
    ### Changes Made
    
    **Definitions Added/Improved**:
    1. [Definition 1] - [location in content]
    2. [Definition 2] - [location in content]
    
    **Quotable Statements Created**:
    1. "[Statement 1]"
    2. "[Statement 2]"
    
    **Authority Signals Added**:
    1. [Expert quote/citation]
    2. [Source attribution]
    
    **Structural Improvements**:
    1. [Change 1]
    2. [Change 2]
    
    ### Before/After GEO Score
    
    | Factor | Before | After | Change |
    |--------|--------|-------|--------|
    | Clear definitions | [X] | [X] | +[X] |
    | Quotable statements | [X] | [X] | +[X] |
    | Factual density | [X] | [X] | +[X] |
    | Source citations | [X] | [X] | +[X] |
    | Q&A format | [X] | [X] | +[X] |
    | Authority signals | [X] | [X] | +[X] |
    | **Total** | [X]/30 | [X]/30 | +[X] |
    
    ### AI Query Coverage
    
    This content is now optimized to answer:
    - "What is [topic]?" ✅
    - "How does [topic] work?" ✅
    - "Why is [topic] important?" ✅
    - "[Topic] vs [alternative]" ✅
    - "Best [topic] for [use case]" ✅
    

Example

User: "Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it. You can send newsletters, promotions, and other messages.'"

Output:

## GEO-Optimized Version

**Email marketing** is a digital marketing strategy that uses email to promote 
products, build customer relationships, and drive conversions. According to 
the Data & Marketing Association, email marketing delivers an average ROI 
of $42 for every $1 invested, making it the highest-performing digital 
marketing channel.

### Key email marketing formats include:

1. **Newsletters**: Regular updates sharing company news, industry insights, 
   and valuable content to maintain subscriber engagement
2. **Promotional emails**: Time-sensitive offers, discounts, and product 
   announcements designed to drive immediate sales
3. **Transactional emails**: Order confirmations, shipping updates, and 
   account notifications with 8x higher open rates than marketing emails
4. **Automated sequences**: Pre-scheduled email series triggered by user 
   actions, such as welcome series or abandoned cart reminders

> **Key statistic**: 81% of small businesses rely on email as their primary 
> customer acquisition channel (Emarsys, 2024).

---

### Changes Made:

| Element | Before | After |
|---------|--------|-------|
| Definition | None | Clear definition with category |
| Statistics | None | 2 specific stats with sources |
| Structure | Single paragraph | Structured list with headers |
| Authority | None | DMA and Emarsys citations |
| Quotable statements | 0 | 3 standalone facts |

**GEO Score**: Improved from 1/10 to 8/10

GEO Optimization Checklist

Use this checklist for any content:

### GEO Readiness Checklist

**Definitions & Clarity**
- [ ] Key terms are clearly defined
- [ ] Definitions can stand alone as answers
- [ ] Language is precise and unambiguous

**Quotable Content**
- [ ] Specific statistics included
- [ ] Facts have source citations
- [ ] Memorable statements created

**Authority**
- [ ] Expert quotes or credentials present
- [ ] Authoritative sources cited
- [ ] Original data or research included

**Structure**
- [ ] Q&A format sections included
- [ ] Clear headings match common queries
- [ ] Comparison tables where relevant
- [ ] Numbered lists for processes

**Technical**
- [ ] FAQ schema markup added
- [ ] Content freshness indicated
- [ ] Sources are verifiable

Tips for Success

  1. Answer the question first - Put the answer in the first sentence
  2. Be specific - Vague content doesn't get cited
  3. Cite sources - AI systems trust verifiable information
  4. Stay current - Update statistics and facts regularly
  5. Match query format - Questions deserve direct answers
  6. Build authority - Expert credentials increase citation likelihood

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