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quanghuynguyen1902
quanghuynguyen1902COMMUNITY
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geo-optimizer

Audit and optimize content for AI-citation readiness using the GEO signal stack.

Updated Sep 20, 2025
Search Tags:#content-optimization#schema-markup#ai-citation#front-loading#evidence-density#geo-optimizer
One-click install
npx skills add https://github.com/quanghuynguyen1902/truongphat --skill geo-optimizer-quanghuynguyen1902
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: geo-optimizer
Source: https://github.com/quanghuynguyen1902/truongphat/tree/main/seo/geo-optimizer
Command: npx skills add https://github.com/quanghuynguyen1902/truongphat --skill geo-optimizer-quanghuynguyen1902

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Automates the assessment of content for AI-citation readiness and provides a path to increase likelihood of being cited by top AI engines.

Core Features & Use Cases

  • GEO audit: assess current content against the GEO signal stack and assign a GEO Score.
  • GEO optimize: rewrite content to maximize AI citation signals with real evidence and structured data.
  • GEO strategy: create engine-specific playbooks for a site to improve cross-engine visibility.

Quick Start

Provide a URL or page content and target engine(s); I will perform a GEO audit or generate an optimized rewrite for AI-citation.

Frequently Asked Questions about geo-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I optimize my content for AI citation in ChatGPT and Google AI Overviews?▼

To optimize content for AI citation, you audit your pages against the GEO signal stack to ensure real-source evidence, front-loaded writing, and structured data schemas. This process yields a GEO Score and engine-specific rewrites to maximize visibility across AI engines.

What is the GEO signal stack and how does it improve AI search visibility?▼

The GEO signal stack is a framework of content cues requiring real-source evidence, front-loaded writing, and schema markup. Applying these signals makes content verifiable, directly improving citation likelihood in ChatGPT, Claude, Perplexity, and Gemini.

How can I rewrite my existing articles to get cited by Perplexity and Claude?▼

You can rewrite articles for AI citation by applying the GEO optimize process, which restructures text with front-loaded answers and real-source evidence. This generates an optimized rewrite designed to maximize citation signals for target engines.

Does AI content optimization require structured data schemas to work effectively?▼

Yes, structured data schemas are required as part of the GEO signal stack to ensure verifiable, engine-specific improvements. Combining schema markup with real-source evidence and front-loaded writing maximizes your likelihood of being cited.

What is the best way to create an AI search visibility strategy for an entire site?▼

The best way to build a site-wide AI search strategy is generating engine-specific GEO playbooks. This assesses content against the GEO signal stack to create targeted action plans that improve cross-engine visibility for ChatGPT, Claude, Perplexity, and Gemini.

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