generative-engine-optimization
Strategies to help your content surface as citations in AI-generated answers.
Install
mkdir -p .claude/skills/generative-engine-optimization && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/17539" && unzip -o skill.zip -d .claude/skills/generative-engine-optimization && rm skill.zipInstalls to .claude/skills/generative-engine-optimization
Activation
This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.
When the user wants to optimize for AI search visibility (ChatGPT, Claude, Perplexity). Also use when the user mentions "GEO," "AEO," "generative engine optimization," "AI search visibility," "LLM optimization," "GitHub GEO," "Grokipedia," "optimize for ChatGPT," "AI Overviews," "Bing Copilot," "Yandex AI," "Perplexity optimization," "GEO strategy," or "AI search optimization." For parasite SEO strategy, use parasite-seo. For GitHub, use github-seo.Key capabilities
- →Optimize content for AI search visibility
- →Improve content citability in AI answers
- →Structure content for Google AI Overviews
- →Develop strategies for Perplexity and ChatGPT citations
- →Analyze AI search platform source selection
How it works
It provides strategies based on how AI tools like ChatGPT, Claude, and Perplexity retrieve and generate answers. It focuses on creating clear, citable paragraphs and optimizing for RAG (Retrieval-Augmented Generation).
Inputs & outputs
When to use generative-engine-optimization
- →Optimizing blog posts for AI summaries
- →Improving brand visibility in Perplexity answers
- →Formatting content for Google AI Overviews
About this skill
Strategies: GEO (Generative Engine Optimization)
Guides GEO/AEO strategy for AI search visibility. GEO optimizes content for ChatGPT, Claude, Perplexity, and AI search summaries (Google AI Overviews, Bing Copilot, Yandex Search with AI)—getting cited in AI-generated answers rather than ranking in traditional SERPs. See serp-features for AI search as SERP features; featured-snippet for snippet optimization that overlaps with AI Overviews.
When invoking: On first use, if helpful, open with 1-2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output.
Scope
- GEO = Generative Engine Optimization
- AEO = Answer Engine Optimization
- LLMO = Large Language Model Optimization
- AIO = Artificial Intelligence Optimization
All refer to the same goal: visibility in AI assistant responses.
GEO vs. SEO
| Dimension | SEO | GEO |
|---|---|---|
| Goal | Rankings in search results | Citations in AI answers |
| User path | Click → visit → convert | Answer in-place; may not visit |
| Content | Full page optimization | Clear, citable paragraphs |
| Metrics | Clicks, traffic | Citations, brand mentions |
| Platforms | Google, Bing, Yandex (organic) | AI Overviews, Copilot, Yandex AI, ChatGPT, Perplexity |
Both matter: Create content that ranks and gets cited. AI search summaries (AI Overviews, Copilot, Yandex AI) are SERP features—see serp-features. When SERP features cause zero-click (user gets answer without clicking), citation becomes the primary value; optimize for being cited, not just ranked.
AI Search Platforms (SERP Features + Standalone)
| Platform | Type | Source Selection | Optimization Focus |
|---|---|---|---|
| Google AI Overviews | SERP feature | Top 10–12 organic; Gemini; favors older domains (49% over 15 yrs) | Traditional SEO; structured data; citable blocks |
| Bing Copilot Search | SERP feature | Bing index; GPT-4; 9.81% domain overlap with Google; favors younger domains (18.85%); LinkedIn signals for B2B | Bing optimization; LinkedIn presence; structured content |
| Yandex Search with AI / Neuro | SERP feature | Real-time Yandex search; YandexGPT; Russia-focused | Yandex indexing; Russian content; cited sources |
| Perplexity | Standalone | 200B+ URL index; independent crawl; favors recency, semantic alignment | Content freshness; semantic markup; mid-tier site opportunity |
| ChatGPT (web search) | Standalone | GPTbot; high-authority, frequently updated, LLM-friendly; favors older domains (45.8%) | Backlinks; structured data; authority signals |
Citation behavior: AI Overview citations 20–35% higher CTR than equivalent organic. Copilot: shortest responses, fewest links (~3.13/response). Perplexity: prominent URL citations, high trackability. Geneo, GEO AIO
How GEO Works
- RAG (Retrieval-Augmented Generation): AI tools search first, then generate answers. Optimize for search result performance to influence AI responses.
- Search APIs: Bing, Brave, etc. feed AI tools. SEO fundamentals still apply.
- Core model training: Long, costly; not practical for most strategies. Focus on RAG.
Content Best Practices
| Practice | Purpose |
|---|---|
| Direct-answer format | Answer specific questions in clear paragraphs |
| Entity signals | Clear brand, product, author identity |
| Citable paragraphs | Each block understandable on its own |
| Distribution | Website, YouTube, forums, Reddit--thoughtful comments can outrank blog posts |
Parasite SEO & High-Authority Platforms
Parasite SEO = Placing content on high-authority platforms to leverage their domain strength for rankings and AI citation. See parasite-seo for full strategy.
GitHub: Tier 2 technical authority; very high AI citation. See github-seo for repos, README, Pages, gists, awesome lists.
Grokipedia: xAI's AI encyclopedia; ChatGPT, Perplexity, Copilot cite it. See grokipedia-recommendations for adding recommendations or links. Contribute genuinely useful content; avoid manipulative placement (Google Site Reputation Abuse policy).
Tools
- GEO tracking and optimization tools for measuring AI citation and visibility
Key Insight
ChatGPT traffic converts ~6x higher than Google search. AI tool users often have clearer intent.
Output Format
- Content structure for AI citation
- Entity optimization
- Distribution strategy
- Measurement approach
Related Skills
- parasite-seo: Parasite SEO strategy; high-authority platforms for GEO
- github-seo: GitHub for GEO; repos, README, awesome lists; Tier 2 technical authority
- grokipedia-recommendations: Add recommendations/links to Grokipedia; parasite SEO + GEO
- reddit-posts: High-authority community for GEO
- directory-submission: Directory and curated list submission for backlinks and discovery; complements GEO (different placement: human discovery vs AI citation)
- title-tag, meta-description, page-metadata: Foundation for discoverability
- ai-traffic-tracking: Track AI traffic in GA4
- affiliate-marketing: GEO complements other growth channels
- integrated-marketing: GEO as channel in IMC/PESO framework
- serp-features: Strongly related—AI Overviews, Bing Copilot, Yandex AI are SERP features; platform comparison table
- featured-snippet: Snippet optimization; overlaps with AI Overviews
- article-page-generator: TL;DR, Key Takeaways, QAE pattern for article-level GEO
When not to use it
- →When optimizing for traditional search engine rankings only
- →When the user wants to implement parasite SEO without broader GEO context
- →When the user wants to optimize for GitHub visibility only
Limitations
- →Does not focus on core model training optimization
- →Does not guarantee citation in all AI responses
- →Strategies are specific to AI search platforms
How it compares
This skill focuses on getting content cited in AI-generated answers rather than ranking in traditional search results, emphasizing content structure and relevance for AI systems.
Compared to similar skills
generative-engine-optimization side by side with the closest alternatives in the catalog.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| generative-engine-optimization (this skill) | 0 | 3mo | No flags | Intermediate |
| content-trend-researcher | 30 | 9mo | Review | Intermediate |
| seo-keyword-cluster-builder | 0 | 3mo | No flags | Intermediate |
| semantic-core | 0 | 1mo | No flags | Intermediate |
Try saying
Example prompts that trigger this skill in your AI assistant.
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