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Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity)

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SKILL.md

name geo-fundamentals
description Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity)
version 1
priority high
tags geo, ai-search, rag, chatgpt, claude, perplexity

GEO Fundamentals (2025)

What is GEO?

GEO = Generative Engine Optimization Optimizing content for AI-powered search engines (ChatGPT, Claude, Perplexity, Gemini, Copilot)

SEO Goal:  Rank #1 in Google
GEO Goal:  Be cited in AI responses
AEO Goal:  Win featured snippets

Key Concepts

Concept Description
RAG Retrieval-Augmented Generation - AI retrieves external content
AI Citation AI engine references your content as source
Generative Appearance Brand appears in AI-generated answers
Share of AI Voice Citation frequency vs competitors

GEO vs SEO

Dimension SEO GEO
Goal #1 ranking AI citations
Platform Google, Bing ChatGPT, Claude, Perplexity
Metrics Rankings, CTR Citation rate, appearances
Content Keywords, backlinks Entities, semantics, data
Competition 10 blue links 5-10 cited sources
User Journey Search → Click → Read Prompt → AI Answer → (Maybe) Click

AI Engine Landscape

Engine Citation Style GEO Opportunity
ChatGPT Inline/footnotes Custom GPTs
Claude Contextual Long-form favored
Perplexity Numbered [1][2] HIGH - Most citations
Gemini Sources section SEO crossover
Copilot Learn more links Enterprise focus

RAG Retrieval Factors

Stage 2: Retrieval (GEO Critical)
├── Semantic Similarity (40%)
├── Keyword Relevance (20%)
├── Freshness/Recency (10%)
├── Authority (15%)
└── Diversity (15%)

GEO Content Format

Optimal Structure for AI Citations:

Title: What is [Topic]? A Complete Guide
├── Summary/TL;DR box (AI loves this)
├── Definition with expert quote
├── Original statistic/data point
├── H2: Key Concepts
│   ├── Clear entity definitions
│   ├── Bullet points for easy extraction
│   └── Table comparing options
├── H2: How [Process] Works
│   └── Step-by-step instructions
├── H2: Statistics/Data
│   └── Original research with source
├── FAQ section (3-5 Q&A)
├── Expert opinions/quotes
├── Author bio with credentials
└── "Last updated: [date]"

Citation Elements:
✅ Statistics with numbers
✅ Expert quotes (name, title)
✅ Original research findings
✅ Clear definitions
✅ Step-by-step processes
✅ Comparison tables
✅ Timestamp for freshness

Schema Markup for GEO

// Essential schemas for AI engines
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Article",
      "headline": "What is GEO?",
      "author": {
        "@type": "Person",
        "name": "Jane Smith",
        "jobTitle": "SEO Strategist",
        "knowsAbout": ["SEO", "GEO", "AI Search"]
      },
      "datePublished": "2025-12-15",
      "dateModified": "2025-12-30"
    },
    {
      "@type": "Organization",
      "name": "Company",
      "sameAs": ["https://linkedin.com/...", "https://twitter.com/..."]
    },
    {
      "@type": "FAQPage",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What is GEO?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "GEO is..."
          }
        }
      ]
    }
  ]
}

GEO Strategy Checklist

Content Optimization:
☐ Question-based titles
☐ FAQ sections (3-5 Q&A)
☐ Original statistics/data
☐ Expert quotes with attribution
☐ Author bio with credentials
☐ "Last updated" timestamp
☐ Summary/TL;DR box
☐ Sources and citations

Technical:
☐ Article schema with date
☐ Person schema for authors
☐ Organization schema
☐ FAQPage schema
☐ Clean HTML structure
☐ Semantic heading hierarchy
☐ Fast page speed (< 2.5s)

Entity Building:
☐ Google Knowledge Panel
☐ Wikipedia page (if notable)
☐ Wikidata entries
☐ Consistent NAP across platforms
☐ Social profiles complete
☐ Industry mentions/media coverage

Measurement:
☐ Track AI citations manually
☐ Document "According to [Brand]" mentions
☐ Monitor competitor citations
☐ Calculate Share of AI Voice
☐ Track AI-referred traffic (UTM)

GEO Metrics

Metric Definition Target
GAS Generative Appearance Score Increasing trend
AI Citation Rate Monthly citations 10-20% MoM growth
Share of AI Voice Citations vs competitors >25% in niche

Quick Tips

✅ Do:
- Create original research and statistics
- Add expert quotes with names/titles
- Include clear definitions
- Use question-based headings
- Add FAQ sections
- Update content regularly
- Cite authoritative sources

❌ Don't:
- Publish without dates
- Use vague attributions
- Skip schema markup
- Ignore mobile optimization
- Forget author credentials
- Use thin content

robots.txt for AI Crawlers

# Allow AI crawlers
User-agent: GPTBot
Allow: /

User-agent: Claude-Web
Allow: /

User-agent: PerplexityBot
Allow: /

# Block private areas
User-agent: *
Disallow: /admin/
Disallow: /private/

Last Updated: 2025-12-30