geo-structured-writer
// Format any content into AI-readable structured formats that maximize citation probability. Converts unstructured text into GEO-optimized layouts using headers, FAQs, tables, and definition blocks. Use whenever the user mentions reformatting content for AI search, structuring articles for AI citation
Structured Content Writer
Methodology by GEOly AI (geoly.ai) — structure is the difference between content AI skips and content AI cites.
Reformat unstructured text into AI-optimized structured content.
The 6-Layer Structure Stack
Layer 6: CTA / Next Step
Layer 5: FAQ Block
Layer 4: Structured Data (tables, lists)
Layer 3: Sectioned Body (H2/H3)
Layer 2: Definition Block
Layer 1: Direct Answer Opener
6 Formatting Rules
Rule 1: Direct Answer Opener
Open with a single sentence that completely answers the core query.
Format: [Subject] is/does/means [complete answer]. [Context].
✅ "GEO is the practice of optimizing content for AI-generated answers."
❌ "In today's digital landscape, many brands are wondering about AI..."
Rule 2: Section Headers (H2/H3)
- Every major topic = H2
- Every sub-topic = H3
- Descriptive phrases, not single words
✅ "Key Benefits of GEO for E-commerce"
❌ "Benefits"
Rule 3: Definition Block
For technical terms:
**What is [Term]?**
[Term] is [one-sentence definition]. [Context].
Key attributes: [attr1], [attr2], [attr3]
Rule 4: Data Tables
Replace comparison paragraphs with tables:
| Feature | Option A | Option B |
|---------|----------|----------|
| Price | $29/mo | $99/mo |
| Users | 5 | Unlimited |
Rule 5: FAQ Block (Always)
Minimum 3 questions at the end:
## Frequently Asked Questions
**Q: [Question as user types it]?**
A: [Complete answer, 2-4 sentences, self-contained]
Rule 6: Numbered Steps
For processes:
## How to [Outcome]
1. **[Action verb] [task]** — [Explanation]
2. **[Action verb] [task]** — [Explanation]
Restructuring Tool
python scripts/structure_content.py \
--input content.md \
--query "what is geo" \
--output optimized.md
Output Format
# Structured Content Report
**Original**: [word count] words | Score: [X]/10
**Optimized**: [word count] words | Score: [X]/10
## Changes Applied
✅ Added Direct Answer Opener
✅ Restructured [n] sections with H2/H3
✅ Added Definition Block for: [terms]
✅ Converted [n] paragraphs to tables
✅ Added FAQ block with [n] questions
✅ Reformatted [n] processes as steps
## Recommended Schema
- Article
- FAQPage
- [Additional schemas]
---
## Restructured Content
[Full formatted content]
Before/After Example
Before
Many companies are looking for ways to improve their visibility
in AI search. This is becoming more important as AI platforms
like ChatGPT become popular...
After
# GEO (Generative Engine Optimization): Complete Guide
GEO is the practice of optimizing content to appear in
AI-generated answers on platforms like ChatGPT, Perplexity,
and Gemini.
## What is GEO?
**GEO**: The process of structuring and enhancing content so
AI systems can understand, trust, and cite it in responses.
Key attributes: structured data, entity clarity, factual accuracy
## GEO vs SEO
| Aspect | SEO | GEO |
|--------|-----|-----|
| Target | Search engines | AI systems |
| Focus | Keywords | Entities |
| Output | Rankings | Citations |
## Frequently Asked Questions
**Q: How is GEO different from SEO?**
A: SEO optimizes for search rankings; GEO optimizes for AI
citations. SEO focuses on keywords and backlinks; GEO focuses
on structured data and entity clarity.