AI Visibility Diagnostic: Build Your MVKG (Notion Template)
Notion Template · AI Visibility System
Build the Knowledge Graph
AI Systems Use
to Find You
Most founders and experts are invisible to AI — not because their work isn’t valuable, but because their digital presence isn’t structured in a way machines can read. This system fixes that.
The Problem
AI Systems Are the New
Discovery Layer.
Most People Aren’t On It.
AI systems like ChatGPT, Perplexity, and Google’s AI Overview aren’t just search engines. They’re constructing entity narratives — deciding who is a credible expert, what they’re known for, and who to recommend.
Most founders, consultants, and independent experts are invisible to these systems. Not because their work is bad. Because their digital presence isn’t structured in a way AI can interpret.
Traditional marketing advice won’t close this gap. Producing more content won’t close this gap. Structural legibility will.
“AI systems aren’t reading your best blog post. They’re reading the shape of your presence — who you are, what you do, who you serve, and whether the signals corroborate each other. If that architecture is missing, you don’t exist.”
The AI Visibility Scorecard gives you an overall MVKG score and a node-by-node breakdown — so you know exactly where your knowledge graph is strong, where it’s hedged, and where it’s missing entirely.
What This System Does
Diagnose. Structure.
Strengthen.
The UnInvisible AI Visibility System gives you a clear, strategic framework for becoming visible in the AI discovery era — without relying on PR, venture funding, or traditional advantages.
Diagnose Your Visibility
Understand exactly how clearly AI systems can currently identify and understand your work across eight critical signal categories.
Identify Structural Gaps
Surface the specific gaps in your digital presence that limit AI recognition — not guesswork, a scored diagnostic.
Build the Right Signals
Work through each of the eight MVKG nodes with built-in guidance, diagnostic questions, and signal tracking.
Strengthen Without Traditional Advantages
Use compensating signal strategies to build authority even without media coverage, awards, or funding.
The Template
One Workspace.
Everything You Need.
What You Get
- AI Visibility Scorecard with live node scoring
- MVKG Node Builder — all 8 nodes, fully guided
- Signals Database with live scorecard integration
- Compensating Signals Strategy section
- Diagnostic questions built into every node
- Instant Notion duplication — start today
What’s Inside
Four Tools.
One Complete System.
Every component works together in a single Notion workspace — no spreadsheet juggling, no separate tools.
AI Visibility Scorecard
A diagnostic dashboard that evaluates your Knowledge Graph Health across all eight critical nodes. See your overall score, your strongest and weakest nodes, and the structural gaps limiting your AI recognition — at a glance.
MVKG Node Builder
The core of the system. Guided buildout of all eight MVKG nodes — each with diagnostic questions, signal tracking, and clear direction on how to strengthen that node. Work in sequence or address your weakest areas first.
Signals Database
Track every signal you build or discover. Signals automatically feed into your scorecard so you can see in real time how each improvement strengthens your overall Knowledge Graph score.
Compensating Signals Strategy
Not everyone starts with traditional credibility advantages. This section helps you identify and activate compensating signals that overcome three specific algorithmic disadvantages most independent founders face.
The MVKG Framework
Eight Nodes.
One Knowledge Graph.
A Minimum Viable Knowledge Graph is the foundational set of signals AI systems rely on to identify, understand, and recommend your work. All eight need to be present — and coherent with each other.
Compensating Signals
Built for Founders Who
Don’t Fit the Default Profile
Most AI visibility advice assumes traditional credibility: press coverage, VC backing, institutional affiliation. This system was built for founders who don’t have those — and shows them how to build visibility anyway.
Infrastructure Tax
When you operate without traditional business infrastructure — no brick-and-mortar, no team page — AI systems may underweight your authority. This section shows you how to compensate structurally.
Pattern Recognition Problem
When your background or path doesn’t fit the typical industry profile, AI systems may struggle to categorize you accurately. You’ll learn how to surface the signals that help machines map your expertise correctly.
Credibility Ladder
When you lack media coverage, awards, or venture funding, your credibility signal is thin. This section helps you build proof assets that carry real weight with AI systems — even without traditional recognition.
Who This Is For
Your Work Is Valuable.
The Machines Just
Can’t See It Yet.
Founders and entrepreneurs building authority without institutional backing
Consultants and independent experts whose reputation lives in their work, not their résumé
Creators building a visible body of work in a specific domain
Small teams with limited budgets who need their presence to do more work
Why This Is Different
Not More Content.
Better Structure.
Most marketing advice focuses on producing more — more posts, more content, more reach. The theory is that volume builds visibility. For AI systems, this is backwards.
AI systems don’t reward volume. They reward structural coherence. A sparse but well-structured presence will outperform a high-volume presence with gaps in the foundational signal architecture.
The UnInvisible AI Visibility System focuses on building that architecture — the foundational layer that makes everything else you produce more legible, more attributable, and more recommendable.
Instead of chasing algorithms, you build the signals that help them understand you.
— The AI Visibility System ApproachWhat People Say
The Work Speaks.
“Sorilbran Othello is the master of AI Visibility. I’ve personally seen her work drive millions of dollars in opportunities from blue chip clients searching AI for ‘best [x] to work with’ and landing on her clients by name. No cold outreach. Just AI doing the work.”
“One of the absolute best people I’ve ever had the honour of working with. Sorilbran has a magical way of weaving together seemingly disparate concepts to make sense of what is happening in the SEO/AEO/GEO world — second to none.”
“Sorilbran is super smart and can distill complex concepts into easy-to-understand formats.”
Author, 43 Women in SEO & AI to Follow in 2026
Created By
Sorilbran Stone
AI Visibility Strategist · Detroit, MI
Built From the Field
Sorilbran Stone is an AI visibility strategist focused on helping founders and independent experts structure their digital presence so AI systems can recognize, understand, and recommend their work.
This system grew directly out of her strategy work and the MVKG framework she developed through thousands of documented AI interactions — testing, mapping, and reverse-engineering how AI systems construct entity narratives from unintentional data trails.
The UnInvisible AI Visibility System is the operational companion to her book — built in Notion so you can implement the framework without starting from scratch.
The book that introduced the MVKG framework. Available on Amazon. This Notion system is its operational companion — the tool you use to actually build the graph the book teaches.
Start Building Your MVKG Today
Duplicate the template and begin strengthening the signals that help AI systems understand — and surface — your work.
Instant access · Notion template · One-time purchase · $79