The Intelligence Layer Behind AI Commerce

The AI Commerce Graph™

The intelligence layer that maps how AI systems understand commerce.

AI doesn't understand websites the way humans do. It understands relationships.

The AI Commerce Graph™ maps how businesses, products, trust, content, and customer intent connect inside AI systems, creating the foundation for recommendation intelligence.

The Big Idea

AI doesn't think in pages. It thinks in relationships.

Every recommendation is the result of thousands of connected signals. The AI Commerce Graph™ models those relationships so we can measure, analyze, and improve how businesses are understood by AI.

Every recommendation starts with customer intent. Customer Intent Categories Products Businesses Mentions Trust Signals
Generated by the AI Commerce Graph™
Recommendation Output Northfield Goods ★★★★★Confidence 92

Hovering a node highlights every connected relationship. Clicking a node opens its details on the right.

Hover any node to see how it connects.

Customer Intent

The starting point of every recommendation. AI first understands what the customer wants, then searches the graph for the most relevant businesses and products.

Connected to
Live connections
Categories11
Products42
Explore Customer Intent
Businesses

Every business becomes a unique entity inside the graph.

What it includes
  • Brand identity
  • Website
  • Industry
  • Authority
  • Reputation
Connected to
Live connections
Categories11
Mentions92,104
Trust Signals27
Explore Businesses
Products

Products are the objects AI recommends.

What it includes
  • Product name
  • Features
  • Price
  • Availability
  • Attributes
Connected to
Live connections
Categories11
Trust Signals27
Mentions92,104
Explore Products
Categories

Categories organize commerce into meaningful groups.

What it includes
  • Coffee
  • Supplements
  • Beauty
  • Home
  • Fashion
Connected to
Live connections
Products42
Businesses8,412
Mentions92,104
Explore Categories
Mentions

Mentions represent where and how businesses appear across AI-accessible content.

What it includes
  • Articles
  • Reviews
  • Forums
  • Research
  • Social content
Connected to
Live connections
Categories11
Products42
Businesses8,412
Trust Signals27
Explore Mentions
Trust Signals

Trust signals help AI estimate whether a business is reliable.

What it includes
  • Structured Data
  • Business Information
  • Policies
  • Reviews
  • Brand Consistency
  • Technical Quality
Connected to
Live connections
Products42
Businesses8,412
Mentions92,104
Explore Trust Signals
The Core Entities

What the graph is built from

The AI Commerce Graph™ is built from six entity types. Together, they form the structure AI systems search when deciding who and what to recommend.

Businesses

Every business becomes a unique entity inside the graph.

The graph stores how AI identifies, understands, and connects businesses across different contexts.

Examples
  • Brand identity
  • Website
  • Industry
  • Authority
  • Reputation

Products

Products are the objects AI recommends.

Each product carries semantic attributes that help AI understand what it is, who it is for, and when it should be recommended.

Examples
  • Product name
  • Features
  • Price
  • Availability
  • Attributes

Categories

Categories organize commerce into meaningful groups.

They allow AI systems to connect similar products and businesses to relevant customer intent.

Examples
  • Coffee
  • Supplements
  • Beauty
  • Home
  • Fashion

Mentions

Mentions represent where and how businesses appear across AI-accessible content.

Not every mention is equal. The graph measures frequency, context, source quality, and semantic relevance.

Examples
  • Articles
  • Reviews
  • Forums
  • Research
  • Social content

Trust Signals

Trust signals help AI estimate whether a business is reliable.

These signals influence confidence, not just visibility.

Examples
  • Structured Data
  • Business Information
  • Policies
  • Reviews
  • Brand Consistency
  • Technical Quality

Recommendations

Recommendations are the observable output of the graph.

Every recommendation represents the combined effect of hundreds of connected signals.

We measure
  • Recommendation Frequency
  • Recommendation Position
  • Recommendation Share™
  • Recommendation Consistency
Relationships

The graph doesn't only map entities. It maps how they connect.

Business
creates
Products
belong to
Categories
generate
Mentions
increase
Trust
influences
Recommendations

Relationships matter more than individual nodes.

Customer Intent

Intent connects everything

Customer intent is the starting point of every recommendation. AI first understands what the customer wants. Only then does it search the graph for the most relevant businesses and products.

Intent connects everything.

Where the Data Comes From

One graph, many sources

The AI Commerce Graph™ is continuously refined using multiple independent data sources.

AI Commerce Score™
Recommendation Intelligence™
Founder Lab
AI Store Scan
Structured Data Analysis
Public Web Signals
Research Experiments
AI Recommendation Testing

Each source strengthens different parts of the graph.

From Graph to Intelligence

The graph itself is not the product

It powers everything we build. It provides the underlying relationships used by:

AI Commerce Score™
Recommendation Intelligence™
AI Store Scan
AI Agent Snapshot
Future AI Commerce products
Why It Matters

Without a graph, AI commerce appears random

With a graph, recommendations become measurable.

Businesses become connected.

Trust becomes visible.

Patterns become explainable.

The AI Commerce Graph™ transforms isolated observations into a structured understanding of how AI systems discover, evaluate, trust, and recommend businesses.

Looking Ahead

The graph keeps expanding

The AI Commerce Graph™ is continuously expanding. As new businesses, products, recommendations, and trust signals are discovered, the graph evolves alongside the AI ecosystem, providing an increasingly complete representation of how intelligent systems understand commerce.

The Visible Outcome

Everything on this page produces one thing

Business
Products
Trust
Recommendations

The only node users actually see.

Explore the AI Commerce Framework

Discover how the AI Commerce Graph™ powers the complete AI Commerce Intelligence Framework and the products built on top of it.

Go to the Framework Overview