GEO Fundamentals
Optimization for AI-powered search engines.
1. What is GEO?
GEO = Generative Engine Optimization
| Goal |
Platform |
| Be cited in AI responses |
ChatGPT, Claude, Perplexity, Gemini |
SEO vs GEO
| Aspect |
SEO |
GEO |
| Goal |
#1 ranking |
AI citations |
| Platform |
Google |
AI engines |
| Metrics |
Rankings, CTR |
Citation rate |
| Focus |
Keywords |
Entities, data |
2. AI Engine Landscape
| Engine |
Citation Style |
Opportunity |
| Perplexity |
Numbered [1][2] |
Highest citation rate |
| ChatGPT |
Inline/footnotes |
Custom GPTs |
| Claude |
Contextual |
Long-form content |
| Gemini |
Sources section |
SEO crossover |
3. RAG Retrieval Factors
How AI engines select content to cite:
| Factor |
Weight |
| Semantic relevance |
~40% |
| Keyword match |
~20% |
| Authority signals |
~15% |
| Freshness |
~10% |
| Source diversity |
~15% |
4. Content That Gets Cited
| Element |
Why It Works |
| Original statistics |
Unique, citable data |
| Expert quotes |
Authority transfer |
| Clear definitions |
Easy to extract |
| Step-by-step guides |
Actionable value |
| Comparison tables |
Structured info |
| FAQ sections |
Direct answers |
5. GEO Content Checklist
Content Elements
Technical Elements
6. Entity Building
| Action |
Purpose |
| Google Knowledge Panel |
Entity recognition |
| Wikipedia (if notable) |
Authority source |
| Consistent info across web |
Entity consolidation |
| Industry mentions |
Authority signals |
7. AI Crawler Access
Key AI User-Agents
| Crawler |
Engine |
| GPTBot |
ChatGPT/OpenAI |
| Claude-Web |
Claude |
| PerplexityBot |
Perplexity |
| Googlebot |
Gemini (shared) |
Access Decision
| Strategy |
When |
| Allow all |
Want AI citations |
| Block GPTBot |
Don't want OpenAI training |
| Selective |
Allow some, block others |
8. Measurement
| Metric |
How to Track |
| AI citations |
Manual monitoring |
| "According to [Brand]" mentions |
Search in AI |
| Competitor citations |
Compare share |
| AI-referred traffic |
UTM parameters |
9. Anti-Patterns
| ❌ Don't |
✅ Do |
| Publish without dates |
Add timestamps |
| Vague attributions |
Name sources |
| Skip author info |
Show credentials |
| Thin content |
Comprehensive coverage |
Remember: AI cites content that's clear, authoritative, and easy to extract. Be the best answer.
Script
| Script |
Purpose |
Command |
scripts/geo_checker.py |
GEO audit (AI citation readiness) |
python scripts/geo_checker.py <project_path> |
When to Use
This skill is applicable to execute the workflow or actions described in the overview.
Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
