geo-content-optimizer

GEO Content Optimizer

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Install skill "geo-content-optimizer" with this command: npx skills add aaron-he-zhu/seo-geo-claude-skills

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:

RankIDStandardWhy It Matters
1C02Direct Answer in first 150 wordsAll engines extract from first paragraph
2C09Structured FAQ with SchemaDirectly matches AI follow-up queries
3O03Data in tables, not proseMost extractable structured format
4O05JSON-LD Schema MarkupHelps AI understand content type
5E01Original first-party dataAI prefers exclusive, verifiable sources
6O02Key Takeaways / Summary BoxFirst 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:

EnginePriority Items
Google AI OverviewC02, O03, O05, C09
ChatGPT BrowseC02, R01, R02, E01
Perplexity AIE01, R03, R05, Ept05
ClaudeR04, Ept08, Exp10, R03

Full benchmark: references/core-eeat-benchmark.md

Analyze Current Content

GEO Analysis: [Content Title]

Current State Assessment

GEO FactorCurrent 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]/10Average 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 FactorBefore (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

IDStandardStatusNotes
C02Direct Answer in first 150 words✅/⚠️/❌[notes]
C04Key terms defined on first use✅/⚠️/❌[notes]
C09Structured FAQ with Schema✅/⚠️/❌[notes]
O02Summary Box / Key Takeaways✅/⚠️/❌[notes]
O03Comparisons in tables✅/⚠️/❌[notes]
O05JSON-LD Schema Markup✅/⚠️/❌[notes]
O06Section chunking (3–5 sentences)✅/⚠️/❌[notes]
R01≥5 precise data points with units✅/⚠️/❌[notes]
R02≥1 citation per 500 words✅/⚠️/❌[notes]
R04Claims backed by evidence✅/⚠️/❌[notes]
R07Full entity names✅/⚠️/❌[notes]
E01Original first-party data✅/⚠️/❌[notes]
Exp10Limitations acknowledged✅/⚠️/❌[notes]
Ept08Reasoning 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:

  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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