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. 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]
   

3. Apply GEO Optimization Techniques

   GEO fundamentals: AI systems prioritize content that is authoritative (expert credentials, proper citations), accurate (verifiable, up-to-date), clear (well-structured, unambiguous), and quotable (standalone answers, specific data). See references/geo-optimization-techniques.md for details.

   Apply the six core optimization techniques: definition optimization, quotable statement creation, authority signal enhancement, structure optimization, factual density improvement, and FAQ schema implementation.

   Reference: See references/geo-optimization-techniques.md for detailed before/after examples, templates, and checklists for each technique.

   Key principles:

   • Definitions: 25-50 words, standalone, starting with the term
   • Quotable statements: Specific statistics with sources, verifiable facts
   • Authority signals: Expert quotes with credentials, proper source citations
   • Structure: Q&A format, comparison tables, numbered lists
   • Factual density: Replace vague claims with specific data points
   • FAQ schema: JSON-LD FAQPage markup matching visible content

4. 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
   
   | GEO Factor | Before (1-10) | After (1-10) | 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] |
   | **Overall GEO Score** | **[avg]/10** | **[avg]/10** | **+[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]" ✅
   

5. CORE-EEAT GEO Self-Check

   After optimization, verify GEO-First items:

   ### CORE-EEAT GEO Post-Optimization Check
   
   | ID | Standard | Status | Notes |
   |----|----------|--------|-------|
   | C02 | Direct Answer in first 150 words | ✅/⚠️/❌ | [notes] |
   | C04 | Key terms defined on first use | ✅/⚠️/❌ | [notes] |
   | C09 | Structured FAQ with Schema | ✅/⚠️/❌ | [notes] |
   | O02 | Summary Box / Key Takeaways | ✅/⚠️/❌ | [notes] |
   | O03 | Comparisons in tables | ✅/⚠️/❌ | [notes] |
   | O05 | JSON-LD Schema Markup | ✅/⚠️/❌ | [notes] |
   | O06 | Section chunking (3–5 sentences) | ✅/⚠️/❌ | [notes] |
   | R01 | ≥5 precise data points with units | ✅/⚠️/❌ | [notes] |
   | R02 | ≥1 citation per 500 words | ✅/⚠️/❌ | [notes] |
   | R04 | Claims backed by evidence | ✅/⚠️/❌ | [notes] |
   | R07 | Full entity names | ✅/⚠️/❌ | [notes] |
   | E01 | Original first-party data | ✅/⚠️/❌ | [notes] |
   | Exp10 | Limitations acknowledged | ✅/⚠️/❌ | [notes] |
   | Ept08 | Reasoning transparency | ✅/⚠️/❌ | [notes] |
   
   **Items Needing Attention**: [list any ⚠️/❌ items]
   
   _For full 80-item audit, use [content-quality-auditor](../../cross-cutting/content-quality-auditor/)_
   

Validation Checkpoints

Input Validation

• Content source identified (URL, full text, or content draft)
• Target AI queries or topics clearly defined
• Current GEO baseline assessed (if optimizing existing content)

Output Validation

• At least 3 clear, quotable definitions added
• Factual density improved with a

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