yevhens-hue 🚀 Programmatic GEO/AEO Content Engine Architecture (AirOps + n8n + CMS)
Production blueprint for building scalable, high-ranking AI content engines that dominate LLM search citations (Perplexity, Google AI Overviews, ChatGPT Search).
🏛️ System Architecture
┌─────────────────────────────────────────────────────────────────────────────┐
│ 🌐 AIROPS & PROGRAMMATIC GEO CONTENT TOPOLOGY │
├─────────────────────────────────────────────────────────────────────────────┤
│ 1. KEYWORD & ENTITY RESEARCH (Ahrefs / Perplexity API / SERP API): │
│ • Ingest target cluster keywords + LLM Search prompt triggers │
│ • Extract Wikidata / Wikipedia entity URIs for knowledge graph linkage │
│ • Identify existing Perplexity citation sources to match format │
├─────────────────────────────────────────────────────────────────────────────┤
│ 2. AIROPS / n8n MULTI-STAGE GENERATION PIPELINE: │
│ • Stage 1 (Outline): Generate H2/H3 semantic structure with 40-word blocks│
│ • Stage 2 (Drafting): Claude 3.5 Sonnet generates inverted pyramid text │
│ • Stage 3 (Tables & Gain): Auto-format comparisons into HTML <table> │
│ • Stage 4 (Entity Schema): Auto-generate JSON-LD with author & sameAs │
├─────────────────────────────────────────────────────────────────────────────┤
│ 3. HEADLESS CMS & DISTRIBUTION (WordPress / Webflow / Strapi): │
│ • REST / GraphQL automated publishing with SEO meta & canonical URLs │
│ • Internal linking graph optimization via vector embeddings (Qdrant) │
├─────────────────────────────────────────────────────────────────────────────┤
│ 4. LLM CITATION TRACKING & AUDITING: │
│ • Scheduled cron: Query Perplexity / ChatGPT Search for target keywords │
│ • Check if brand URL appears in citations -> Log to Google Sheets/Slack │
└─────────────────────────────────────────────────────────────────────────────┘
💻 n8n / AirOps Execution Blueprint (JSON-LD & Inverted Pyramid Injector)
// Sample AirOps / Node Code Step for Schema Generation
export function generateGeoSchema(input: {
title: string;
url: string;
primaryEntity: string;
entityWikiUrl: string;
authorName: string;
authorUrl: string;
}) {
return {
"@context": "https://schema.org",
"@graph": [
{
"@type": "TechArticle",
"headline": input.title,
"url": input.url,
"about": {
"@type": "Thing",
"name": input.primaryEntity,
"sameAs": input.entityWikiUrl
},
"author": {
"@type": "Person",
"name": input.authorName,
"url": input.authorUrl
}
}
]
};
}
📌 Standard Proposal Framework for AirOps & GEO Projects ($1,000–$7,000)
- Milestone 1: $100 Paid Discovery & Architecture Pilot (1 Working AirOps / n8n Workflow + 3 Sample Articles with Schema)
- Milestone 2: Automated Batch Content Generation & CMS Webhook Integration (50% remaining)
- Milestone 3: Internal Vector Linking, Perplexity Citation Tracker & Handover (Final 50% remaining)