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
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:
- [Weakness 1]
- [Weakness 2]
- [Weakness 3]
Quick Wins:
- [Quick improvement 1]
- [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:
- [Definition 1] - [location in content]
- [Definition 2] - [location in content]
Quotable Statements Created:
- "[Statement 1]"
- "[Statement 2]"
Authority Signals Added:
- [Expert quote/citation]
- [Source attribution]
Structural Improvements:
- [Change 1]
- [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
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:
- Newsletters: Regular updates sharing company news, industry insights, and valuable content to maintain subscriber engagement
- Promotional emails: Time-sensitive offers, discounts, and product announcements designed to drive immediate sales
- Transactional emails: Order confirmations, shipping updates, and account notifications with 8x higher open rates than marketing emails
- 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