AgentSkillsCN

aio-geo-optimizer

针对AI概览(AIO)与生成式引擎优化(GEO),对博客文章进行针对性优化。 强制触发条件:AIO、GEO、AI概览、生成式引擎、AI搜索优化、LLM引用、AI就绪内容、摘要优化 当您需要为AI驱动的搜索引擎与LLM引用准备内容、重新梳理文章以利于AI提取、添加Schema标记建议,或提升E-E-A-T信号时,可选用此功能。

SKILL.md
--- frontmatter
name: aio-geo-optimizer
description: |
  Optimize blog articles for AI Overview (AIO) and Generative Engine Optimization (GEO).
  MANDATORY TRIGGERS: AIO, GEO, AI Overview, generative engine, AI search optimization, LLM citation, AI-ready content, snippet optimization
  Use when preparing content for AI-powered search engines and LLM citation, restructuring articles for AI extraction, adding schema markup recommendations, or improving E-E-A-T signals.

AIO/GEO Blog Article Optimizer

Transform blog articles into AI-ready content optimized for AI Overviews and generative engine citations.

Workflow

  1. Analyze the source article
  2. Restructure content for AI extraction
  3. Add schema markup recommendations
  4. Enhance E-E-A-T signals
  5. Generate optimized output with implementation notes

Step 1: Analyze Source Article

Evaluate the input article for:

  • Current heading structure (H1-H3 hierarchy)
  • Question-answer patterns (explicit or implicit)
  • Authority signals (author info, citations, credentials)
  • Content length and paragraph structure
  • Existing schema markup (if HTML provided)

Step 2: Restructure for AI Extraction

Apply these transformations:

Heading Hierarchy

  • One clear H1 (article title, include primary keyword)
  • Logical H2 sections for major topics
  • H3 subsections for specific details
  • Keep headings descriptive and question-oriented where natural

Paragraph Structure

  • Max 2-3 sentences per paragraph
  • Lead with the key point (inverted pyramid)
  • One idea per paragraph

Q&A Blocks

Insert explicit Q&A sections for common questions:

markdown
## Frequently Asked Questions

### [Question matching user intent]
[Direct answer in 1-2 sentences. Expand with supporting detail if needed.]

Snippet-Friendly Answers

For key facts, create concise answers (<300 characters) that can be extracted standalone:

markdown
**What is [topic]?** [Topic] is [concise definition that works as a standalone snippet].

Step 3: Schema Markup Recommendations

Generate JSON-LD schema recommendations based on content type:

Article Schema (Always Include)

json
{
  "@context": "https://schema.org",
  "@type": "Article",
  "headline": "[Article Title]",
  "author": {
    "@type": "Person",
    "name": "[Author Name]",
    "url": "[Author Profile URL]",
    "jobTitle": "[Credentials/Title]"
  },
  "datePublished": "[ISO Date]",
  "dateModified": "[ISO Date]",
  "publisher": {
    "@type": "Organization",
    "name": "[Company Name]",
    "logo": { "@type": "ImageObject", "url": "[Logo URL]" }
  }
}

FAQ Schema (When Q&A Present)

json
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "[Question text]",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "[Answer text]"
      }
    }
  ]
}

HowTo Schema (For Instructional Content)

Include when article contains step-by-step instructions.

Product Schema (For Product Content)

Include when discussing specific products with features/pricing.

Step 4: Enhance E-E-A-T Signals

Add or strengthen these elements:

Experience

  • First-person insights where appropriate
  • Specific examples from real usage
  • Original data or observations

Expertise

  • Author bio with relevant credentials
  • Technical depth appropriate to topic
  • Accurate, current information

Authority

  • Citations to authoritative sources (link format: [Source Name](URL))
  • References to recognized experts
  • Mention of relevant affiliations

Trust

  • Clear "Last Updated" date
  • Transparent methodology
  • Balanced presentation of information

Step 5: Output Format

Deliver two outputs:

1. Optimized Article (Markdown)

The restructured article with all transformations applied.

2. Implementation Checklist

markdown
## AIO/GEO Implementation Checklist

### Content Structure
- [ ] Single H1 with primary keyword
- [ ] Logical H2/H3 hierarchy
- [ ] Short paragraphs (2-3 sentences)
- [ ] FAQ section added
- [ ] Snippet-friendly definitions included

### Schema Markup
- [ ] Article schema (required)
- [ ] FAQ schema (if applicable)
- [ ] HowTo schema (if applicable)
- [ ] Author/Organization schema

### E-E-A-T Signals
- [ ] Author bio with credentials
- [ ] Last updated date visible
- [ ] Citations to authoritative sources
- [ ] Original insights/data included

### Technical (For Dev Team)
- [ ] Implement JSON-LD in page head
- [ ] Verify schema with Google Rich Results Test
- [ ] Ensure AI crawler access (check robots.txt)
- [ ] Consider llms.txt file for AI bot guidance
- [ ] Page load time < 3 seconds

Quick Reference: AIO vs GEO Focus

ElementAIO PriorityGEO Priority
Heading hierarchyHighMedium
Q&A blocksHighHigh
Schema markupHighHigh
Snippet answersMediumHigh (<300 char)
Author authorityHighMedium
External citationsMediumHigh
Brand signalsMediumHigh
Update frequencyQuarterlyQuarterly

Notes

  • Preserve the article's voice and style while restructuring
  • Don't over-optimize—content should read naturally
  • Schema recommendations are suggestions; actual implementation depends on CMS/tech stack
  • For monitoring AI citations, suggest tools like Profound, Otterly, or manual tracking