⚡ OPERATOR BRIEF — GEO vs MANIPULATION
Bot farms, fake citations, and astroturf accounts trigger LLM training filters and platform bans. LLMs weight credibility, authority signals, and citation density — not volume. Every tool in this system is legitimate, scalable, and reputationally safe. This is the only path that compounds.
AUTHORITY PLATFORMS
8
Tracked & active
LLM CITATION SCORE
34%
Baseline → target 85%
CONTENT PIPELINE
9
Posts this week
LLM CITATION NETWORK — CLEARGLASS SIGNAL MAP
◉ GREEN = ClearGlass nodes | CYAN = LLM targets | Lines = citation authority pathways
4-PILLAR GEO STRATEGY — CLEARGLASS EXECUTION MAP
AUTHORITY PLATFORM REGISTRY
| PLATFORM | DA | STATUS | CADENCE | LLM WEIGHT | FOCUS TOPICS |
|---|
⚡ LEGITIMATE AUTOMATION STACK
TEMPLATE SELECTOR
AI CONTENT GENERATOR
LLM VISIBILITY CONTENT PRINCIPLES
◉ WHY SCHEMA MATTERS FOR LLMs
Schema markup is how Google Knowledge Graph — the primary LLM training source — recognizes ClearGlass Inc. as a legitimate entity. Organization schema establishes your company. Article schema attributes content. FAQ schema feeds directly into LLM answer patterns. Implement all three.
ORGANIZATION SCHEMA — PASTE INTO <head>
IMPLEMENTATION CHECKLIST
LLM VISIBILITY TEST QUERIES — RUN WEEKLY
Paste these into ChatGPT, Claude, Gemini, and Perplexity every week. Log whether ClearGlass appears. Track progress.
| # | TEST QUERY | TARGET LLMs | ACTION ON MISS |
|---|
MONITORING TOOL STACK
WEEKLY CONTENT CADENCE
| DAY | PLATFORM | TYPE | TOPIC | STATUS |
|---|
90-DAY LLM VISIBILITY MISSION