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🗺️ SEO & AEO Optimization — Map of Content

Business as Code Principle

“Your business can no longer be just a group of people executing static instructions. Digitize your business logic. Make it accessible to AI agents. Put self-improvement on autopilot.”Business as Code Manifesto

This vault applies the Business as Code operating model to website SEO and AEO (Answer Engine Optimization) — the discipline of making your content rank in traditional search engines and get cited by AI models like ChatGPT, Perplexity, Claude, and Gemini. Every step in this process is defined as a machine-readable, versionable artifact — not a static document that goes stale the moment it’s written.


🏗️ Process Architecture

flowchart TD
    TD["📋 Target Definition<br/>What we optimize for"]
    SA["⚡ Site Audit Agent<br/>AUTO"]
    KR["⚡ Keyword & Topic Research<br/>AUTO"]
    HR1["👤 Human Gate 1<br/>Approve strategy"]
    CO["⚡ Content Optimization<br/>AUTO"]
    AEO["⚡ AEO Structuring Agent<br/>AUTO"]
    TS["⚡ Technical SEO Agent<br/>AUTO"]
    HR2["👤 Human Gate 2<br/>Review content"]
    AB["⚡ Authority & Citation Building<br/>AUTO"]
    MI["🔄 Metrics Loop<br/>CONTINUOUS"]

    TD --> SA --> KR --> HR1 --> CO --> AEO --> TS --> HR2 --> AB --> MI --> KR

📁 Vault Index

⚙️ Foundation

FilePurposeType
01-Process-ManifestMaster process manifest — the “code” of this workflowManifest
02-Target-DefinitionSEO & AEO targets as versioned specificationSpec

🤖 AI Agents (AUTO)

FilePurposeAutomation Level
03-Site-Audit-AgentCrawls site, captures technical baseline~95% auto
04-Keyword-and-Topic-Research-AgentBuilds keyword universe + AI query map~85% auto
05-Content-Optimization-EngineGenerates and optimizes content per target~80% auto
06-AEO-Structuring-AgentRestructures content for AI citation~90% auto
07-Technical-SEO-AgentImplements technical fixes and schema~75% auto
08-Authority-Building-AgentBuilds backlinks + AI citation sources~70% auto

👤 Human Touchpoints

FilePurpose
09-Human-Review-GatesWhere humans approve strategy and content — not execute

📊 Improvement Loop

FilePurpose
10-Metrics-and-Self-ImprovementSEO + AEO metrics, anomaly detection, and the BaC self-improvement loop

🧭 How This Vault Works

Business as Code vs. Traditional SEO

A traditional SEO SOP says “research keywords and optimize your content.” A Business as Code manifest says exactly which data to pull, which agent pulls it, what the output schema is, and what triggers the next stage — so an AI agent can execute it without interpretation.

Three principles applied throughout:

  1. Executable over descriptive — Every stage has a defined input, output, and agent/human responsible.
  2. Human gates, not human execution — Humans approve strategy and sample content; agents audit, research, write, and optimize.
  3. Every metric feeds back — Rankings, traffic, and AI citation rates automatically update the improvement loop.

SEO + AEO: Two optimization tracks, one process

Traditional SEO optimizes for search engine crawlers and ranking algorithms. AEO optimizes for AI model training data patterns, citation behavior, and answer quality heuristics. This vault handles both in a unified pipeline.


🔖 Tags Used in This Vault

  • #agent — Files describing AI agent specifications
  • #human-gate — Files describing human review checkpoints
  • #manifest — Process manifest files
  • #spec — Specification files (targets, templates, schemas)
  • #metrics — Measurement and improvement files
  • #BaC — Business as Code principle references
  • #seo — Traditional search engine optimization steps
  • #aeo — Answer Engine Optimization (AI/LLM search) steps