Key Metric · Recommendation Intelligence Layer

Recommendation Density™

How broadly a brand appears across adjacent buying intents, not just its primary category queries.

Category Key MetricMeasures Breadth of presenceRelated Recommendation Share

Own one query.
Or own the territory.

Brand A

Brand B

AI Buyer Territory

A brand does not win a query. It covers a map.

Running Shoes is the center. Everything around it is an adjacent way a buyer might ask.

Brand A

The Heatmap

One lit row. Or nearly all of them.

Buyer TerritoryBrand A

Running Shoes

Flat Feet

Marathon

Trail

Recovery

Wide Feet

Beginners

Injury Prevention

The Expanding Territory

Watch the connections add up.

Running Shoes

Marathon

Flat Feet

Wide Feet

Recovery

Injury Prevention

Buyer Territory Covered

91%

Density Creates Protection

One query can disappear. A territory survives.

Brand A

Buyer

Running Shoes

Brand A

A competitor wins the one query. The brand disappears.

Brand B

Running Shoes

Brand B

Flat Feet

Brand B

Trail

✗

Recovery

Brand B

One branch breaks. The territory still stands.

Density Is Not Volume

It is coverage.

No score here. Just how much of the territory each brand actually occupies.

Brand A

Brand B

How Density Grows

It compounds. One cluster at a time.

Day 1

Running Shoes

Day 30

Running Shoes Trail Marathon

Day 90

Running Shoes Trail Marathon Recovery Flat Feet Wide Feet Road Running Training

Recommendation Density

83%

Density vs Share

Two different numbers.

Recommendation Share

How often AI mentions you

22%

Recommendation Density

How much buyer territory you cover

71%

Share is frequency. Density is coverage.

The Moat

Every connection makes you harder to replace.

Every connected intent makes replacement harder.

Recommendation Share

tells you how often
AI chooses you.

Recommendation Density

tells you how difficult
you are to replace.

FAQ

Questions about Recommendation Density

Is more density always better?

Density across relevant clusters is valuable. Spreading into clusters that do not fit your brand wastes effort and can confuse your identity. The goal is wide but coherent coverage of your real territory.

How is density measured?

By testing your appearance across a set of adjacent buyer prompts in your niche and counting how many clusters you show up in, not just how often you win the main one.

Where do I start?

A free AI Commerce Score shows your signal strength, which is the base every cluster connection is built on.

See how wide your presence spreads.

Get a free AI Commerce Score.

Find the foundation your density is built on.

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