Geo Content Optimizer

# AI Citation Patterns

Heuristic patterns for AI visibility work, not a sourced live benchmark; validate with dated observations before making platform-specific claims.

## AI System Comparison

| Factor | Google AI Overviews | ChatGPT | Perplexity | Claude |
|--------|---------------------|---------|------------|--------|
| **Freshness bias** | High | Medium | Very high | N/A (training data) |
| **Authority weight** | Very high | High | High | High |
| **Structure importance** | High | Medium | Very high | Medium |
| **Citation count** | 3-8 | 1-6 | 5-10 | N/A |
| **Quotable focus** | High | Medium | Very high | High |
| **Domain trust** | Very high | High | Medium | High |
| **Factual density** | High | High | Very high | Very high |

---

## Universal Citation Factors

**Content quality**: Factual accuracy, clear unambiguous language, comprehensive coverage, up-to-date information.

**Structure**: Scannable format (headings, lists, tables), logical organization, short paragraphs, clear visual hierarchy.

**Authority**: Domain credibility, author credentials, source citations in content, E-E-A-T signals.

**Relevance**: Precise match to query intent, topic focus, depth of coverage on specific topic.

---

## Optimal Content Structures for Citation

### Definition Blocks
```
**[Term]** is [clear category] that [primary function], [key characteristic].
```
Why: Standalone, complete, unambiguous, proper scope.

### Statistic Blocks
```
According to [Source], [specific statistic] as of [timeframe].
```
Why: Specific, attributed, recent, verifiable.

### Q&A Pairs
Use exact question as H2/H3, answer in 40-60 words, then optional supporting detail. Matches AI query patterns directly.

### Comparison Tables
Structured rows with specific values, clear labels, and "Best for" recommendations. AI systems parse and cite these readily.

### Step-by-Step Processes
Numbered lists with bold action headers and brief explanations. Clear process, actionable, logical sequence.

### Key Insight Callouts
`> **Key insight**: [Memorable, quotable statement with attribution]`
Visually distinct, authoritative, quotable.

---

## Citation Likelihood Factors

**High likelihood**: Authority domain, updated within 12 months, clear standalone statements, specific statistics with dates, structured with headings/lists/tables, comprehensive coverage, author credentials visible, consensus with other sources.

**Low likelihood**: Unknown domain, 3+ years old without updates, vague statements, no sources cited, walls of text, thin coverage, promotional tone, factual inconsistencies.

---

## Optimization by Query Type

| Query Type | AI Priorities | Optimal Structure |
|-----------|--------------|-------------------|
| **Informational** ("What is", "How does") | Clear definitions, comprehensive explanations, statistics | Definition first, "why it matters", how it works, examples |
| **Comparison** ("X vs Y", "Best") | Comparison tables, pros/cons, recommendations | Table upfront, feature-by-feature, "Choose X if..." |
| **How-To** ("How to", "Steps to") | Numbered steps, prerequisites, time estimates | Prerequisites, numbered steps, troubleshooting |
| **Statistical** ("How much", "Statistics about") | Specific numbers with sources, recent data, trends | Lead with key stat, source attribution, context, related data |

---

## Optimization Checklist

Content ready for AI citation should have:
- [ ] At least 3 clear, quotable definitions
- [ ] 5+ specific statistics with sources and dates
- [ ] Q&A format sections covering top queries
- [ ] Comparison tables where relevant
- [ ] Numbered lists for processes
- [ ] Updated within 12 months
- [ ] Author credentials visible
- [ ] External citations to authoritative sources
- [ ] Clear H2/H3 headings
- [ ] Short paragraphs (2-4 sentences)
- [ ] No promotional language


# AI Overview Recovery Playbook

Referenced from [SKILL.md](https://github.com/aaron-he-zhu/seo-geo-claude-skills/blob/main/build/geo-content-optimiz