/llm-optimized-content

name: llm-optimized-content
description: Use when creating content that must be discoverable by AI search engines (ChatGPT, Perplexity, Gemini). Use when SEO alone isn't enough, when you need AI citations, or when optimizing for the "zero-click" future.
license: MIT
metadata:
  author: ClawFu
  version: 1.0.0
  mcp-server: "@clawfu/mcp-skills"

LLM-Optimized Content & GEO

> Create content optimized for AI-powered search using Generative Engine Optimization (GEO) principles.

Purpose

Create content optimized for both traditional search engines AND AI/LLM-powered search (ChatGPT, Perplexity, Google AI Overviews, Claude) using **Generative Engine Optimization (GEO)** principles.

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What is GEO?

**Generative Engine Optimization** = Practices to ensure AI models: 1. **UNDERSTAND** your content 2. Judge it **RELEVANT and RELIABLE** 3. **USE** it to formulate direct responses

**Strategic Importance:** Gartner predicts 25% drop in traditional search volume by 2026. Queries now average 23 words (vs. 4 before).

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SEO vs GEO: Critical Difference

| Criteria | SEO (Traditional) | GEO (New Frontier) | |----------|-------------------|-------------------| | **Objective** | Rank page on Google SERP | Become the SOURCE in AI response | | **Metric** | Position on results page | Mention/citation in generated response | | **Mechanic** | Links, backlinks, domain authority | Language, semantics, contextual relevance | | **User Result** | Click to your site | Info consumed without click | | **Optimization** | Keywords, tags, structure | Semantic clarity, E-E-A-T, direct answers |

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GEO Optimization Strategies

1. Semantic Clarity & Relevance

**Principle:** AI must understand CONTEXT, not just keywords.

**Actions:**

• Dense in MEANING, not just keywords
• Natural vocabulary, no keyword stuffing
• Clear context in first 1-2 sentences
• Define technical terms at first appearance

❌ "Our SEO GEO optimization ranking solution"
✅ "GEO (Generative Engine Optimization) optimizes content so AI like
    ChatGPT cites your brand in their responses."

2. Direct Answers (Answer-First)

**Principle:** Provide key answer at the BEGINNING, not the end.

**Actions:**

• Main answer in 1st paragraph
• Format: "Question → Immediate answer → Development"
• No "teasing" (saving answer for later)

**Optimal Structure:**

## [Question]
[Direct answer in 1-2 sentences]

[Detailed development]

[Concrete examples]

[Conclusion/Action]

**Example:**

## What is ethical copywriting?

Ethical copywriting is a persuasive writing approach that excludes
manipulation and is founded on transparency, honesty, and respect
for the prospect.

[Details follow...]

3. AI-Parser Optimized Structure

**Principle:** AI favors content that's easy to analyze ("parse").

Headers (H1-H6)

• Descriptive and informative (not clickbait)
• Strict logical hierarchy
• Contain keywords naturally

✅ "## How to create a landing page that converts?"
❌ "## The secret marketers don't want you to know"

Bullet Lists

• For enumerations, steps, comparisons
• Preferred over long paragraphs
• Start each item with strong keyword

Tables

• For comparisons, specifications, data
• Clear, descriptive headers
• Concise cells

Question-Answer Format (FAQ)

• H3 structure for questions
• Immediate answer after
• Ideal for featured snippets AND GEO

4. E-E-A-T: Credibility for AI

**E-E-A-T = Expertise + Experience + Authority + Trustworthiness**

Expertise

• Demonstrate deep knowledge
• Use precise domain terminology
• Reference research/studies

Experience

• First-hand concrete examples
• Real case studies
• Measurable results obtained

Authority

• Author bio with credentials
• Citations by recognized experts
• Publications in reference media
• Certifications, awards

Trustworthiness

• Cited and dated sources
• Transparency about limits/biases
• Accessible contact and legal notices
• HTTPS, professional design

**Concrete Signals to Integrate:**

"According to a [University X] study published in [year]..."
"Based on our analysis of [X] clients over [period]..."
"Source: [URL of official document]"
"Last updated: [date]"

5. Optimal Length & Depth

**Data:**

• Articles 2000-3000 words = sweet spot for GEO
• But: Quality > Quantity
• Depth on ONE subject > Overview of several

**Ideal GEO Article Structure:**

1. Intro with direct answer (100-150 words)
2. Definition/Context (200-300 words)
3. In-depth development (1500-2000 words)
   - Subsections with H2/H3
   - Concrete examples
   - Tables/lists
4. Case studies/Proof (300-500 words)
5. Actionable conclusion (100-150 words)

6. Freshness & Updates

**Principle:** AI favors RECENT information.

**Actions:**

• Explicitly date content
• Mention "updated on [date]"
• Recent statistics (< 2 years)
• References to relevant current events

7. Citation-Friendly Format

**Principle:** Facilitate extraction and citation by AI.

**Techniques:**

• Autonomous sentences (understandable alone)
• Statistics with immediate context
• Clear, concise definitions

❌ "That's 37% more."
✅ "Ethical copywriting increases conversion rates by 37% on average
    compared to manipulative approaches."

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GEO by Content Type

Blog Articles

• Title = Natural question
• Answer in meta description AND 1st paragraph
• H2 subtitles = Secondary questions
• FAQ at end of article

Product/Service Pages

• Main benefit in H1 (visualizable + falsifiable)
• Technical specs in table
• Concrete use cases (storytelling)
• Testimonials with context

Landing Pages

• Clear value proposition in hero
• Sections with descriptive H2s
• Measurable social proof
• FAQ for common objections

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Content Structure Template

# [H1: Clear Title with Primary Topic]

[Opening paragraph with direct answer to main query]

## Quick Summary
- **What:** [One-line definition]
- **Why it matter