AI Citation Optimizer

Restructures content so AI systems quote it, reference it, and surface it in generated responses. GEO is not separate from SEO — it amplifies it.

Quick Start

Optimize this content for AI citations: [paste content or URL]

How do I get quoted by ChatGPT for [topic]?

Make this article more citable by LLMs

Engine Contract

• Reads: existing content or draft, target queries, known AI answer patterns
• Writes: GEO-optimized content with a delta report showing what changed and why
• Promotes: citation opportunities and format decisions to hot cache
• Next handoff: signal packet with GEO scores and recommended next engine

Instructions

Run six phases:

1. Audit — review content for quotability: clear definitions, factual assertions, statistics, lists, comparisons
2. Structure for Extraction — add definitional sentences ("X is Y"), numbered steps, comparison matrices, and concise summaries (40-60 words) that LLMs can extract directly
3. Strengthen Verifiability — cite named sources, add publication dates, link to primary data, include methodology descriptions
4. Answer Questions Directly — embed explicit answers to likely questions in H2/H3 sections with clear yes/no or definitive statements
5. Add GEO Magnets — include "Key Takeaway" boxes, "In Short" summaries, and comparison tables that are easy to quote
6. Validate — predict 3 likely AI prompts for this topic and verify your content answers them directly

GEO Principles

• Definitional clarity: LLMs love clear "X is Y" statements
• Structured data: Lists, tables, and steps are extracted more often
• Source transparency: Named citations increase trust and引用 probability
• Direct answers: Avoid fluffy intros; answer the question in the first sentence of a section
• Concise summaries: 40-60 word paragraphs are easily quoted verbatim

Example

User: "Optimize this paragraph about intermittent fasting"

Before: "Many people have found that intermittent fasting can be a useful approach for weight management and may offer other benefits too."

After: "Intermittent fasting is an eating pattern that cycles between periods of fasting and eating. A 2022 review in the New England Journal of Medicine found that time-restricted eating reduced body weight by 3-8% over 3-24 weeks in randomized trials. Key benefits include improved insulin sensitivity, cellular repair mechanisms (autophagy), and reduced inflammation markers."

Next Best Engine

• Primary: structured-data-builder — add machine-readable context
• Alternatives: content-scorekeeper, snippet-crafter