> ## Documentation Index
> Fetch the complete documentation index at: https://wiki.platelunchcollective.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Mention-to-Citation Ratio

> Mention-to-citation ratio is the proportion of brand mentions in AI-generated responses that include an explicit attribution or citation link — as opposed to...

*Measurement* · *Citation & Visibility Measurement*

## Definition

Mention-to-citation ratio is the proportion of brand mentions in AI-generated responses that include an explicit attribution or citation link — as opposed to mentions that reference the brand without attribution. A high ratio indicates that mentions are converting to visible citations; a low ratio indicates that mentions exist but are not being surfaced with attribution.

## Why It Matters for AI Search

Mention-to-citation ratio distinguishes between AI awareness and AI attribution. A brand can be well-known enough to be referenced in AI responses without being cited explicitly — the response uses the brand's name or incorporates its content without linking back. Improving mention-to-citation ratio requires strengthening [entity signals](https://www.platelunchcollective.com/services/entity-seo) — structured data, sameAs arrays, authoritative third-party presence — that give AI systems the confidence to attribute explicitly rather than reference implicitly.

## Related Terms

<CardGroup cols={2}>
  <Card title="Dark citation" href="/ai-search-glossary/dark-citation" />

  <Card title="Brand citation rate" href="/ai-search-glossary/brand-citation-rate" />

  <Card title="Prompt visibility" href="/ai-search-glossary/prompt-visibility" />

  <Card title="Entity authority" href="/ai-search-glossary/entity-authority" />

  <Card title="sameAs array" href="/ai-search-glossary/sameas-array" />
</CardGroup>

## Relevant Plate Lunch Collective Services

[AI Search Visibility Assessment](https://www.platelunchcollective.com/services/context-map)  [Context Map](https://www.platelunchcollective.com/services/context-map)