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Optimization for AI-powered search engines.
GEO = Generative Engine Optimization
| Goal | Platform | |------|----------| | Be cited in AI responses | ChatGPT, Claude, Perplexity, Gemini |
| Aspect | SEO | GEO | |--------|-----|-----| | Goal | #1 ranking | AI citations | | Platform | Google | AI engines | | Metrics | Rankings, CTR | Citation rate | | Focus | Keywords | Entities, data |
| 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 |
How AI engines select content to cite:
| Factor | Weight | |--------|--------| | Semantic relevance | ~40% | | Keyword match | ~20% | | Authority signals | ~15% | | Freshness | ~10% | | Source diversity | ~15% |
| 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 |
| Action | Purpose | |--------|---------| | Google Knowledge Panel | Entity recognition | | Wikipedia (if notable) | Authority source | | Consistent info across web | Entity consolidation | | Industry mentions | Authority signals |
| Crawler | Engine | |---------|--------| | GPTBot | ChatGPT/OpenAI | | Claude-Web | Claude | | PerplexityBot | Perplexity | | Googlebot | Gemini (shared) |
| Strategy | When | |----------|------| | Allow all | Want AI citations | | Block GPTBot | Don't want OpenAI training | | Selective | Allow some, block others |
| Metric | How to Track | |--------|--------------| | AI citations | Manual monitoring | | "According to [Brand]" mentions | Search in AI | | Competitor citations | Compare share | | AI-referred traffic | UTM parameters |
| ❌ 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 | Purpose | Command |
|--------|---------|---------|
| scripts/geo_checker.py | GEO audit (AI citation readiness) | python scripts/geo_checker.py <project_path> |
geo-fundamentals is an expert AI persona designed to improve your coding workflow. Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). It provides senior-level context directly within your IDE.
To install the geo-fundamentals skill, download the package, extract the files to your project's .cursor/skills directory, and type @geo-fundamentals in your editor chat to activate the expert instructions.
Yes, the geo-fundamentals AI persona is completely free to download and integrate into compatible Agentic IDEs like Cursor, Windsurf, Github Copilot, and Anthropic MCP servers.
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
Download Skill Package.cursor/skills@geo-fundamentals in editor chat.Copy the instructions from the panel on the left and paste them into your custom instructions setting.
"Adding this geo-fundamentals persona to my Cursor workspace completely changed the quality of code my AI generates. Saves me hours every week."
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