AI groups brands into clusters around shared intent. Which cluster you sit in, and how central you are, decides which queries find you.
Category Core ConceptMaps Brand clusteringRelated AI Commerce Graph
AI doesn't search brands. It searches neighborhoods.
One cluster is active. Hover the others to see them light up.
Every Buyer Enters A Cluster
First the neighborhood. Then the house.
AI does not go straight to a website. It resolves the buyer's intent into a cluster first, and only then picks a brand inside it.
Buyer
"Best moisturizer for eczema"
Buyer
Recommendation Graph
Sensitive Skin Cluster
Brands
Brand selected
Cluster first. Brand second. That is the Recommendation Graph.
Where Are You?
Not the whole network. One cluster.
Your Category
Brand ABrand BYOUBrand DBrand E
Luxury Beauty
Brand XBrand YBrand Z
Budget Beauty
Brand PBrand QBrand R
You are not spread across the whole network. You are in one cluster.
Center vs Edge
Same cluster. Different odds.
Centered
On The Edge
Central brands are considered first.
The Pull
Trust is gravity.
The more trust a brand earns, the stronger the pull toward the center of the cluster.
The more trust, the stronger the gravity.
Cluster Membership
You do not join a cluster. You earn it.
Signals accumulate one at a time. Once enough of them agree, AI places you inside a cluster, sometimes more than one.
Schema
Reviews
Press
Semantic relevance
Sensitive Skin Cluster
Organic Cluster
Pregnancy Cluster
The same brand can be central in more than one cluster.
Same Brand, Different Graph
Vague brands get thin graphs.
Generic
Brand
Generic Skincare
Specific
Brand
Sensitive Skin
Rosacea
Pregnancy
Eczema
Dermatologist
Specific brands form richer graphs.
Who Competes With You?
Click a brand. See its cluster.
The Recommendation Graph decides who you are weighed against. Click any brand to see who competes with it.
Selected Nike
The Recommendation Graph creates your competitors. Not the other way around.
Growing The Graph
The graph gets denser over time.
2025
YOU
2026
YOU
2027
YOU
Recommendation Graph Strength
88%
One Graph, Thousands Of Paths
Every buyer takes a different route.
"Best moisturizer for eczema"
Different buyers. Different paths. Same brand at the center.
AI Zoom
Watch AI narrow the world down to you.
Entire Internet
Beauty
Skincare
Sensitive Skin
Fragrance-Free
Eczema
YOU
Brand Magnetism
Every brand is a magnet.
A stronger Recommendation Graph pulls buyer intent toward you, the way a bigger magnet pulls harder.
Buyer intent drifts toward the strongest magnet.
The AI Commerce Graph maps the world. The Recommendation Graph decides your neighborhood.
Your competitors aren't who you think they are. They're whoever AI places in your cluster.
FAQ
Questions about the Recommendation Graph
Can I be in more than one cluster?
Yes, and strong presence across several relevant clusters is exactly what high Recommendation Density looks like. The key is that the clusters fit your real brand.
How does AI decide my cluster?
From your signals: what your content says, what your schema declares, and what the wider web associates you with. Consistent signals place you firmly. Mixed signals scatter you.
Where do I start?
A free AI Commerce Score shows the signal strength that decides how clearly you are placed in a cluster.
Find your place in the graph.
Get a free AI Commerce Score.
See how clearly your signals place you in the clusters buyers query.
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