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Core concept · Citation & Visibility Measurement

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Definition

A prompted citation is a brand mention that appears in an AI-generated response when the query directly asks about the brand — “what does Plate Lunch Collective do,” “tell me about [brand]” — as opposed to organic mentions that arise from category or topic queries. Prompted citations are a measure of AI awareness; organic citations are a measure of AI authority. A brand that appears when directly named but not when its category is queried has awareness without authority — it exists in the AI’s knowledge but is not considered relevant enough to surface unprompted. The goal of AI search optimization is to increase organic citation frequency, not just prompted citation accuracy — moving from “AI knows about us when asked” to “AI mentions us when relevant.”

Organic AI mention

Unprompted citation

Brand citation rate

Prompt visibility

Citation gap

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Relevant Plate Lunch Collective Services

AI Search Visibility Assessment Context Map