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Visibility measurement

What is Recommendation rate?

The percentage of answers in which a brand is recommended

Recommendation rate counts answers where the brand appears as an advised option, not every mention. It requires classifying the brand's semantic role in the answer.

What Recommendation rate means in GEO

A single run does not describe real visibility. Metrics should be aggregated across comparable prompts, engines and dates.

Why it matters

Define which verbs and contexts constitute a recommendation and manually validate a sample before automation.

What to check in practice

Document the formula, denominator, engines, prompts, location, period and error handling before interpreting the number.

How it connects to other concepts

Recommendation rate belongs to visibility measurement. It is best analyzed alongside related terms because AI visibility depends on several stages and signals rather than one isolated optimization.

Common mistake

Comparing percentages from tools or periods that use different universes and weights.

Turn these concepts into metrics

Bee LLM tracks mentions, citations, position, sentiment and competitors across major AI engines.

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