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

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

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

• Citation Optimization: Makes content more likely to be quoted by AI

• Structure Enhancement: Formats content for AI comprehension

• Authority Building: Adds signals that AI systems trust

• Factual Enhancement: Improves accuracy and verifiability

• Quote Creation: Creates memorable, citeable statements

• Source Attribution: Adds proper citations that AI can verify

• 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:

• Target queries where they want AI citations

• Current content URL or full content text

• 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:

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)_

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]

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

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]" ✅

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 at least 5 verifiable statistics

• All claims have source citations from authoritative sources

• Q&A format sections cover top 5 user queries

• GEO score improvement of at least 50% from baseline

• Source of each data point clearly stated (~~AI monitor data, user-provided, or estimated)

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:

Changes: added clear definition, 2 stats with sources, structured list, DMA/Emarsys citations, 3 quotable facts. **GEO Score**: 1/10 → 8/10.

GEO Optimization Checklist

Reference: See the GEO Readiness Checklist in references/geo-optimization-techniques.md for the full checklist covering definitions, quotable content, authority, structure, and technical elements.

Tips for Success

• Answer the question first - Put the answer in the first sentence

• Be specific - Vague content doesn't get cited

• Cite sources - AI systems trust verifiable information

• Stay current - Update statistics and facts regularly

• Match query format - Questions deserve direct answers

• Build authority - Expert credentials increase citation likelihood

Reference Materials

• AI Citation Patterns - How Google AI Overviews, ChatGPT, Perplexity, and Claude select and cite sources

• Quotable Content Examples - Before/after examples of content optimized for AI citation

Related Skills

• seo-content-writer — Create SEO content to optimize

• schema-markup-generator — Add structured data

• content-refresher — Update content for freshness

• content-quality-auditor — Full 80-item CORE-EEAT audit

• serp-analysis — Analyze AI Overview patterns

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