Geo Content Optimizer

GEO Content Optimizer

SEO & GEO Skills Library · 20 skills for SEO + GEO · Install all: npx skills add aaron-he-zhu/seo-geo-claude-skills

<details>
<summary>Browse all 20 skills</summary>

Research · keyword-research · competitor-analysis · serp-analysis · content-gap-analysis

Build · seo-content-writer · geo-content-optimizer · meta-tags-optimizer · schema-markup-generator

Optimize · on-page-seo-auditor · technical-seo-checker · internal-linking-optimizer · content-refresher

Monitor · rank-tracker · backlink-analyzer · performance-reporter · alert-manager

Cross-cutting · content-quality-auditor · domain-authority-auditor · entity-optimizer · memory-management

</details>

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

Data Sources

See CONNECTORS.md for tool category placeholders.

With ~~AI monitor + ~~SEO tool connected: Automatically pull AI citation patterns (which content is being cited by ChatGPT, Claude, Perplexity), current AI visibility scores, competitor citation frequency, and AI Overview appearance tracking.

With manual data only: Ask the user to provide:

1. Target queries where they want AI citations
2. Current content URL or full content text
3. Any known instances where competitors are being cited by AI

Proceed with the full workflow using provided data. Note in the output which metrics are from automated collection vs. user-provided data.

Instructions

When a user requests GEO optimization:

1. Load CORE-EEAT GEO-First Optimization Targets

   Before optimizing, load GEO-critical items from the CORE-EEAT Benchmark:

   ### CORE-EEAT GEO-First Targets
   
   These items have the highest impact on AI engine citation. Use as optimization checklist:
   
   **Top 6 Priority Items**:
   | Rank | ID | Standard | Why It Matters |
   |------|----|----------|---------------|
   | 1 | C02 | Direct Answer in first 150 words | All engines extract from first paragraph |
   | 2 | C09 | Structured FAQ with Schema | Directly matches AI follow-up queries |
   | 3 | O03 | Data in tables, not prose | Most extractable structured format |
   | 4 | O05 | JSON-LD Schema Markup | Helps AI understand content type |
   | 5 | E01 | Original first-party data | AI prefers exclusive, verifiable sources |
   | 6 | O02 | Key Takeaways / Summary Box | First choice for AI summary citations |
   
   **All GEO-First Items** (optimize for all when possible):
   C02, C04, C05, C07, C08, C09 | O02, O03, O04, O05, O06, O09
   R01, R02, R03, R04, R05, R07, R09 | E01, E02, E03, E04, E06, E08, E09, E10
   Exp10 | Ept05, Ept08 | A08
   
   **AI Engine Preferences**:
   | Engine | Priority Items |
   |--------|----------------|
   | Google AI Overview | C02, O03, O05, C09 |
   | ChatGPT Browse | C02, R01, R02, E01 |
   | Perplexity AI | E01, R03, R05, Ept05 |
   | Claude | R04, Ept08, Exp10, R03 |
   
   _Full benchmark: [references/core-eeat-benchmark.md](../../references/core-eeat-benchmark.md)_

2. 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

3. Analyze Current Content

   ## GEO Analysis: [Content Title]
   
   ### Current State Assessment
   
   | GEO Factor | Current Score (1-10) | Notes |
   |------------|---------------------|-------|
   | Clear definitions | [X] | [notes] |
   | Quotable statements | [X] | [notes] |
   | Factual density | [X] | [notes] |
   | Source citations | [X] | [notes] |
   | Q&A format | [X] | [notes] |
   | Authority signals | [X] | [notes] |
   | Content freshness | [X] | [notes] |
   | Structure clarity | [X] | [notes] |
   | **GEO Readiness** | **[avg]/10** | **Average across factors** |
   
   **Primary Weaknesses**:
   1. [Weakness 1]
   2. [Weakness 2]
   3. [Weakness 3]
   
   **Quick Wins**:
   1. [Quick improvement 1]
   2. [Quick improvement 2]

4. 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

5. 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]."

6. 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

7. 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:

   Feature	Option A	Option 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].

8. 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

9. 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]"
       }
     }]
   }

10. Generate GEO-Optimized Output