# Geo Optimizer

> GEO Optimizer

- Skill: `clowlove/geo-optimizer` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add clowlove/geo-optimizer`
- Raw SKILL.md: https://api.skillmd.com/api/skills/clowlove/geo-optimizer/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: clowlove (https://skillmd.com/u/clowlove)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/clowlove/geo-optimizer

---

# GEO Optimizer

Optimize content for AI search engines (ChatGPT, Perplexity, Gemini, AI Overviews).

## When This Skill Triggers

- "rank in ChatGPT", "Perplexity optimization"
- "AI search", "GEO", "Generative Engine Optimization"
- "ChatGPT search", "AI Overviews"
- "appear in AI responses", "LLM optimization"
- "GEO strategy", "generative search"

## What This Skill Does

1. **Entity Recognition** — Identify entities AI models recognize
2. **Citation Analysis** — Find what sources AI cites for target queries
3. **Content Structuring** — Format for AI parsing and citation
4. **Schema Markup** — Add structured data for AI consumption
5. **E-E-A-T Signals** — Strengthen Experience, Expertise, Authority, Trust
6. **FAQ Optimization** — Target question-based queries AI answers

## Quick Start

```
Optimize our site for ChatGPT search results
```

```
How can we appear in Perplexity AI responses?
```

```
Make our tractor content rank in AI Overviews
```

## GEO vs SEO Differences

| SEO Factor | GEO Focus |
|------------|-----------|
| Keywords | Entities & facts |
| Backlinks | Citations & references |
| Meta tags | Clear Q&A format |
| Content length | Concise, factual answers |
| Links | Source credibility |

## Key Tactics

1. **Cite authoritative sources** — AI prefers citing trusted content
2. **Structure as Q&A** — Clear question-answer format
3. **Use Schema markup** — FAQ, HowTo, Product schemas
4. **Add statistics** — Data-backed claims get cited more
5. **List sources** — "According to [source]" patterns

## Reference

Original TopRank implementation: `seo/geo-optimizer/SKILL.md`
