Geo Fundamentals
Geo Fundamentals is an data AI skill with a core value of Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). It
helps developers solve real-world problems in the data domain, boosting
efficiency, automating repetitive tasks, and optimizing workflows.
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
Quick Facts
mkdir -p ./skills/geo-fundamentals && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/geo-fundamentals/SKILL.md -o ./skills/geo-fundamentals/SKILL.mdRun in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
# 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
- [ ] Question-based titles
- [ ] Summary/TL;DR at top
- [ ] Original data with sources
- [ ] Expert quotes (name, title)
- [ ] FAQ section (3-5 Q&A)
- [ ] Clear definitions
- [ ] "Last updated" timestamp
- [ ] Author with credentials
Technical Elements
- [ ] Article schema with dates
- [ ] Person schema for author
- [ ] FAQPage schema
- [ ] Fast loading (< 2.5s)
- [ ] Clean HTML structure
---
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.
🎯 Best For
- Claude users
- ChatGPT users
- Data professionals
- Analytics teams
- Researchers
💡 Use Cases
- Data pipeline auditing
- Query optimization
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude or ChatGPT and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply Geo Fundamentals to Your Work
Provide context for your task — paste source material, describe your audience, or share existing work to guide the AI.
- 4
Review and Refine
Edit the AI output for accuracy, tone, and completeness. Add human insight where the AI lacks context.
❓ Frequently Asked Questions
How do I install Geo Fundamentals?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/geo-fundamentals/SKILL.md, ready to use.
Can I customize this skill for my team?
Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.
⚠️ Common Mistakes to Avoid
Ignoring data quality
AI analysis inherits all data quality issues — profile your data first.