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Layer 04 · Recommendation Intelligence™ · Signal 1 of 5

Recommendation Frequency

How often is your business recommended?

Recommendation Frequency measures how frequently AI systems suggest your brand when answering relevant buyer questions.

What it measures

The signals inside Recommendation Frequency

Appearance Rate
Prompt Coverage
Recommendation Volume
Repeat Recommendation
Category Frequency
Why it matters

Why Recommendation Frequency matters

Frequency is how often you are in the room when buyers ask. Low frequency means most of the demand in your category is decided without you.

In the framework

Recommendation Frequency is one of the five signals of Recommendation Intelligence, Layer 04 of the AI Commerce Intelligence Framework™. Recommendation Intelligence is the core of the framework: this is where readability, understanding, and trust turn into a real commercial outcome.

Other Recommendation Intelligence signals
Recommendation Frequency Recommendation Position Recommendation Share Competitor Comparison Intent Match
Part of the framework

Where this fits

Recommendation Frequency is a signal of Recommendation Intelligence, Layer 04 of the AI Commerce Intelligence Framework™, the layered model for how AI systems discover, understand, trust, recommend, and route customers to businesses.

← Back to Recommendation Intelligence The full framework Scoring methodology Vocabulary: Recommendation Intelligence

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