
Bencium Aeo
If you're trying to get your content cited by ChatGPT, Claude, or Google's AI Overviews, this is the playbook. It's built around the 18-token extraction rule (LLMs quote ~15-20 word self-contained sentences) and generates FAQ schemas, evidence panels with citations, and single-topic focused pages instead of SEO listicles. The Princeton-backed approach is authority-aware: challenger sites need aggressive optimization with 5-7 extraction points per page, while top-ranked sites should go light to avoid the 30% visibility drop from over-optimization. Includes JSON-LD templates, freshness protocols, and testing prompts for all major AI engines. This is for AI citation visibility, not traditional search rankings.
- skills.sh installs
- 3.5K
- GitHub stars
- 491
- last updated
- Aug 21, 2026
Install
$ npx -y skills add bencium/bencium-marketplace --skill bencium-aeo --agent claude-codeInstalls into .claude/skills of the current project.
Files
AEO Content Optimization Skill
Answer Engine Optimization - Optimize content for AI citations, not traditional search rankings.
When to Use This Skill
Use this skill when:
- User asks to optimize content for AI search/citations
- User mentions ChatGPT, Claude, Gemini visibility
- User wants FAQ schema, JSON-LD, or structured data for AI
- User asks about GEO (Generative Engine Optimization)
- User wants to analyze content for AI extraction readiness
- User mentions "AI Overviews" or "answer engines"
NOT for traditional SEO - This is specifically for AI/LLM citation optimization.
Core Reference
Full templates and guidelines: Read prd.md in this directory for complete implementation details.
Quick Reference: Key Principles
The 18-Token Extraction Rule
LLMs extract self-contained sentences of ~18 tokens (~15-20 words). Key claims must be complete, quotable statements requiring zero surrounding context.
Good: "Eight-API synthesis reduces property analysis errors by 67%." (9 tokens) Bad: "Our system is incredibly fast and delivers amazing results." (vague)
Sponsors
Details
- Repository
- github.com/bencium/bencium-marketplace
- Category
- AI & Agent Building
- First seen
- May 16, 2026
More from bencium/bencium-marketplace
All 15- Adaptive Communication3.4K
- Renaissance Architecture3.4K
- Bencium Code Conventions3.4K
- Negentropy Lens3.4K
- Vanity Engineering Review3.3K
- Insurgent Campaign2.1K
- Organic First Campaign603
- Agentic UX Design Relationship Centric Interfaces
- Bencium Innovative Ux Designer8.2K
- Bencium Impact Designer5.9K
- Bencium Controlled Ux Designer4.9K
- Design Audit4.3K
- Ui Typography4K
- Human Architect Mindset3.5K