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Query Set / Prompt Panel

The standardized list of customer questions used to measure your brand’s AI visibility — the query framework that makes measurement reproducible.

Plain Language Definition

A query set (or prompt panel) is a list of 20 to 50 real customer questions used as a test battery to measure what AI search results your brand appears in. Like a keyword set in traditional SEO, the query set defines the scope of your AI visibility measurement. A well-designed query set covers transactional, informational, and comparison queries across the customer journey.

Technical Definition

Structured intent-balanced collection of natural-language query strings representing the target audience’s search behavior — executed programmatically and repeatedly against AI model APIs to produce statistically significant brand mention rate and sentiment measurements.

Why This Matters for AI Search Visibility

The query set is the foundation of your AI visibility measurement program. Choose too few queries and results are not statistically significant. Choose poorly representative queries and results do not reflect real customer behavior. A rigorously designed query set ensures your measurements reflect actual market visibility.

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