Core methodology
methodology · human-AI semantic architecture
The Lighthouse System™
Make AI want you.
A diagnostic and content architecture methodology for making small businesses and solo practitioners visible to AI systems. Most businesses are invisible to AI not because of poor SEO, but because the specific language their ideal clients use is absent from their digital presence. The Lighthouse System finds that gap, scores it, and maps the fix.
Product ladder
AI Visibility Report
$180
60-minute session. 16 signals scored. Three prioritized quick wins. You keep the report.
Semantic Topical Map
$450
Full content architecture. Every question cluster, every gap, every page that doesn't exist yet but should.
Lighthouse Blueprint
$750
Report + Topical Map + implementation roadmap. The complete diagnostic and strategic layer.
Full Visibility Plan
$789 – $1,200
End-to-end engagement. Human in the Loop analysis. Variable pricing based on site scope.
Quarterly Signal Check
$180
Re-score every 90 days. AI visibility evolves. Your score should too.
Frameworks
framework · prompt engineering · open source
ImPROMPTu
Prompt architecture for information professionals
Live
A prompt engineering framework built around information architecture principles. ImPROMPTu treats every prompt as an information object with aboutness, context, and retrievability — not just "write better prompts" but design prompts the way a librarian would design a catalog. Integrates with the RAUEE Framework for multi-session AI workflows. Built from 15 years of metadata and controlled vocabulary practice applied to LLM interaction design.
framework · context management · open source
RAUEE Framework
Retain · Add · Ask · Update · Execute
Live
A meta-framework for preserving context across AI sessions. AI systems have no memory between conversations — RAUEE is the protocol for managing that gap systematically. Works as a session opener, a context handoff tool, and a quality-control layer for agentic AI workflows. Companion framework to ImPROMPTu.
R
Retain
What from prior context still applies
A
Add
New information this session
A
Ask
Only what's needed to proceed
U
Update
The working record
Diagnostic + content tools
Controlled vocabulary
notion · open access · linkedin
Glosso
This space moves fast. Here's what the words actually mean.
The GEO and semantic architecture space generates new terminology faster than most practitioners can track. Glosso is a living, sourced controlled vocabulary that defines the terms precisely — with academic citations where they exist, plain-language explanations for everyone else, and a "Big Oops" field for the most common misuses.
Simplified
Full meaning
Big Oops
Related terms
Used in
Sources
Status
Last updated