AgentSkillsCN

geo-content

运用 GEO(生成式引擎优化)最佳实践,撰写面向 AI 搜索的优化文章。当您需要创作博客文章、专题文章,或打造能够在 ChatGPT、Gemini 以及 Perplexity 等 AI 搜索引擎中被广泛收录与引用的内容时,可选用此技能。

SKILL.md
--- frontmatter
name: geo-content
description: Write AI Search optimized articles using GEO (Generative Engine Optimization) best practices. Use when creating blog posts, articles, or content that needs to be visible and citable in AI Search engines like ChatGPT, Gemini, and Perplexity.

GEO Content Optimization

This skill helps create content optimized for AI Search visibility (GEO - Generative Engine Optimization). Content created with these practices maximizes visibility in AI-generated answers from ChatGPT, Google Gemini, Perplexity, and other AI assistants.

Why This Matters

AI Search is fundamentally changing how users find information:

  • AI-sourced visitors convert at 27% compared to 2.1% from traditional search (12x improvement)
  • 60% of queries now end in zero-click answers
  • Only 16% of brands systematically track AI search performance
  • Web mentions correlate 3x more strongly with AI visibility than backlinks

When to Use

  • Creating new blog posts or articles
  • Optimizing existing content for AI Search
  • Writing guides, how-tos, or educational content
  • Creating content that needs to be cited by AI engines

Core Principle: Be the Answer, Not Just a Link

AI Search operates on three layers:

  1. Training Data (slowest): LLMs learn about brands during their training process
  2. High-Volume AI Search (speed depends on SEO): Free ChatGPT, Google AI Overviews
  3. Agentic AI (real-time): Perplexity Pro, ChatGPT Research, Claude with web access

Your content must be structured so AI can parse, trust, and reuse it.

Article Structure Blueprint

1. H1 Title = The Query Itself

Make your H1 the exact question users would ask an AI assistant.

Example:

markdown
# What is Generative Engine Optimization (GEO)?

2. Direct Answer Immediately After H1

Provide a 2-3 sentence direct answer right after the H1. This is what AI will extract.

Example:

markdown
# What is Generative Engine Optimization (GEO)?

Generative Engine Optimization (GEO) is the process of improving your brand's visibility inside AI-generated answers, such as ChatGPT or Google Gemini. It builds on SEO by adding structures that help AI engines parse, trust, and reuse your content.

3. Introduction with Preview

Follow with a short introduction that sets context and previews the article.

Example:

markdown
In this article, you will learn what GEO is, how it differs from SEO, and the key strategies to improve your AI Search visibility.

4. H2/H3 Headings as Search Queries

Write headings as questions that mirror how users ask AI assistants.

Good Examples:

  • ## Why is GEO important for businesses?
  • ## How do AI crawlers read your website?
  • ## What are the best practices for AI Search optimization?

5. Answer-First Pattern in Each Section

Start each section with a direct answer, then expand with details.

Example:

markdown
## Why is GEO important for businesses?

GEO is important because it determines whether your brand appears inside AI answers. Without it, you risk being invisible in the fastest-growing search channel.

Here's why this matters for your business...

Content Guidelines

Tone and Style

  • Conversational, professional, and neutral
  • Like explaining to a co-worker
  • Avoid fluff, jargon, and overused AI words (elevate, revolutionize)
  • No em dashes (use commas, colons, or parentheses instead)
  • Edit AI-written drafts - never publish untouched AI output
  • Humor sparingly, if at all

Article Length

  • Target 2,000-3,000+ words for comprehensive guides
  • Longer is fine if there's no repetition
  • Use synonyms of main query throughout (e.g., "AI Search," "AI-powered search," "generative search")

The 5-5-5 Rule

Use consistent structure across articles:

  • 5 summary points at the start
  • 5 key takeaways
  • 5 FAQs at the end

This creates predictable, AI-parseable patterns.

Data and Citations Strategy

AI engines break content into chunks (200-500 words) and look for facts, structure, and clarity. Every major section needs supporting data.

Optimal Stats by Article Length

Article LengthExternal Stats Needed
Under 2k words3 stats
2-3k words4-5 stats
3-5k words5-7 stats
5k+ words7-10 stats max

Placement Strategy

  1. Early hook (section 2): Anchor credibility from the start
  2. Every major section (about every 600 words): Insert a stat or external citation
  3. Before conclusion: Close with a stat for final authority impression

How to Embed Stats

Bad:

code
AI adoption is growing fast. (Source: Gartner)

Good:

code
AI adoption is accelerating, with Gartner forecasting that by 2026, 25% of people will use AI assistants daily. This shows how quickly generative AI is becoming a mainstream part of search behavior.

Technical Optimization

The 0.4s Speed Signal

Fast-loading pages are 3x more likely to be cited by ChatGPT. Target:

  • First Contentful Paint around 0.4 seconds
  • Mobile-friendly layouts
  • Compressed assets

Schema Markup (Critical)

Add JSON-LD schema to all key pages:

  • Article schema: Title, author, publish/update dates
  • FAQ schema: Wrap Q&A sections for machine-readability
  • Person schema: Connect to author's profile
  • Organization schema: Connect to company
  • Table/Dataset schema: For charts and data

Image Optimization

  • Always add descriptive alt text
  • Provide text version of charts/graphs below the image (preferably as tables)
  • AI can't "see" images - they need text alternatives

Content Formatting Rules

Lists and Bullet Points

  • Use bullet points and numbered lists for clarity
  • Keep lists between 3-5 items unless longer lists are absolutely necessary
  • Lists mirror how AI structures answers

Cross-Linking

  • Link internally to related articles in the same content cluster
  • This signals topical authority
  • Keep links natural and contextual

Brand Mentions

  • Place brand mentions in conclusion, not body
  • Keep them short, factual, and tied to the article's topic
  • Neutral tone - avoid promotional language

Acceptable:

code
To monitor this shift, many businesses now use AI visibility trackers. Tools like [Brand] can help you see where your brand is cited in AI-generated answers.

Too promotional:

code
[Brand] is the best and most revolutionary tool for AI visibility!

Content Freshness

AI values freshness (publish + updated timestamps):

  • Review and update each article every 60-90 days
  • Update old stats with new ones
  • Refresh intros when terminology shifts
  • Add 1 new paragraph per year with a fresh angle
  • Keep visible change logs or "last updated" dates

8 AI Ranking Factors

Content that gets cited shares these signals:

  1. Semantic Relevance: Answer the underlying question, not just keywords
  2. Content Depth: Comprehensive coverage, not surface-level
  3. Format & Parseability: Clear structure, headings, lists, tables
  4. Trust & Authority: E-E-A-T signals, author identity, external validation
  5. Freshness: Current data and regular updates
  6. Technical Accessibility: Fast, crawlable, clean markup
  7. Multi-Source Corroboration: External mentions and validation
  8. Structured Data: Schema markup for machine readability

Pre-Publish Checklist

Before publishing, verify:

  • H1 is the target query
  • Direct answer immediately after H1
  • H2/H3 headings written as questions
  • Each section starts with answer, then expands
  • 3-7 external stats spread throughout (based on length)
  • Stats embedded inline with links to sources
  • No em dashes
  • Conversational, professional, neutral tone
  • No untouched AI output
  • No promotional language in body
  • Brand mentions only in conclusion (neutral)
  • Alt text on all images
  • Tables or text versions of charts
  • Schema markup implemented (Article, FAQ, Person)
  • Page loads fast (target 0.4s FCP)
  • 5 summary points, 5 takeaways, 5 FAQs

Quick Do's and Don'ts

Do

  • Start every article with a clear, direct answer under H1
  • Spread stats across the article (early, middle, end)
  • Use structured lists (3-5 points as bullets or numbered)
  • Keep tone neutral, helpful, and data-driven
  • Update articles every 60-90 days

Don't

  • Dump all stats at the end (AI may ignore them)
  • Repeat the same point across multiple sections for length
  • Write in promotional language
  • Leave images without alt text or supporting tables
  • Block AI crawlers in robots.txt

The 12 Principles of AI-Friendly Writing

AI-friendly content means writing so clearly that both humans and machines can follow your thinking.

1. Don't Bury the Point (BLUF)

Start with the main takeaway, then explain it. Open each section with the answer in the first one or two sentences.

2. Ask a Question, Answer It Immediately

If your heading is a question, the first sentence should contain a direct answer in plain language.

3. Keep Grammatical Dependencies Low

Use short sentences with clear subject and verb. Avoid long chains of clauses that delay the main point.

4. Say What You Mean Before You Get Clever

State the point literally first. Add personality, metaphors, or humor after the core idea is clear.

5. Use Clear Pronouns and References

Every "it", "this", or "that" should have an obvious referent in the same or previous sentence.

6. One Topic at a Time

Each paragraph should support one main idea. New claim = new paragraph.

7. Use a Clear Heading Hierarchy

H2 for core sections, H3 for subpoints. Keep the order logical: claim, explanation, proof.

8. Keep Terminology Consistent

Pick one term for each important concept and use it throughout.

9. Write Confident, Evidence-Backed Statements

When you know something, say it directly. Avoid constant hedging unless you genuinely don't know.

10. Use Semantically Related Terms

Surround your main keyword with the natural vocabulary of the topic: related tools, concepts, metrics.

11. Define Acronyms and Technical Terms Once

Spell out any acronym the first time you use it.

12. Make Every Paragraph Quotable on Its Own

Write each paragraph so it can stand alone as a small answer with enough context.

References

For detailed guidance, see:

  • references/SUPERLINES-GUIDE.md - Full content creation guide
  • references/AI-CRAWLERS.md - How AI bots read your site
  • references/GEO-CHECKLIST.md - 10-step GEO checklist