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Documentation Index

Fetch the complete documentation index at: https://wiki.platelunchcollective.com/llms.txt

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Core concept · Citation & Visibility Measurement

Definition

Prompt visibility is a brand’s presence in AI-generated responses to specific, relevant prompts — measured by how frequently the brand is mentioned, how prominently it appears, and in what context, across a defined set of query types. Prompt visibility is the AI equivalent of rank tracking. Just as traditional SEO tracks where a brand appears in Google results for target keywords, prompt visibility tracks where a brand appears in AI responses to target questions. It is a direct measure of whether LLMO and entity optimization work is translating into actual AI representation — and the primary KPI for AI search performance.

LLM visibility

Unprompted citation

Prompted citation

Share of model

AI citation audit

Relevant Plate Lunch Collective Services

AI Search Visibility Assessment Context Map