> [!IMPORTANT]
> **AI Assist Note (Knowledge Heritage)**:
> This document is part of the "Sovereign Reality" documentation.
> - **@docs ARCHITECTURE:Core**
> - **Failure Path**: Information drift, legacy terminology, or documentation mismatch.
> - **Telemetry Link**: Search `[search_optimization]` in audit logs.
>
> ### AI Assist Note
> 🔍 Directive: Search Optimization (SOP-MKT-08)
>
> ### 🔍 Debugging & Observability
> Traceability via `execution/parity_guard.py`.

# 🔍 Directive: Search Optimization (SOP-MKT-08)

## 🎯 Primary Objective
Drive high-authority traffic to the Tadpole OS documentation and template store. This directive ensures that all public-facing content is optimized for "Generative Engine Discovery" (GEO) and standard SEO.

---

## 🏗️ SEO Pillars

### 1. Technical Authority (E-E-A-T)
- **Action**: Use the `newsletter_draft.md` and `LONG_TERM_MEMORY.md` to ensure content is grounded in actual technical victories.
- **Requirement**: Zero "Marketing-Fluff." Pure technical depth and verifiable benchmarks.

### 2. Performance-Based Ranking
- **Metric**: Page Load speed (FCP) for the landing pages.
- **Tool**: `npm run build` audit. Ensure minimal bundle size via Vite chunk splitting.

### 3. Semantic Richness
- **Action**: Use a local LLM to extract "Entity Relationships" from the `ARCHITECTURE.md` and ensure they are mirrored in the document header tags (Title, Meta Description).

---

## 🛠️ Optimization SOP

### 1. Key Term Analysis
- **Focus**: "Sovereign AI," "Local-First Swarm," "Rust AI Infrastructure."
- **Action**: Integrate these high-intent terms naturally into the first 100 words of every new directive or doc.

### 2. Geo-Alignment
- **Focus**: Formatting content to be easily digestible by LLM search engines (Perplexity, ChatGPT, Gemini). Use Markdown headers and clear "Problem/Solution" structures.

---

## 📊 Impact Baseline
Monitor "Search Visibility" for the core architectural terms. Any decline in technical authority rankings must trigger a `competitive_audit.md` update.
[//]: # (Metadata: [search_optimization])
