Documentation Index
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Measurement · Citation & Visibility Measurement
Definition
A sentiment signal is a measurable indicator of the emotional tone of content about a brand — positive, neutral, or negative — used by AI systems to assess brand reputation and trustworthiness when generating characterizations of a brand.
Why It Matters for AI Search
Sentiment signals aggregate across a brand’s full citation footprint. A brand with predominantly positive community-generated content, favorable press coverage, and strong review ratings produces positive sentiment signals that AI systems incorporate into brand characterizations. Monitoring sentiment signals — not just citation frequency — provides a complete picture of how AI systems are characterizing a brand’s reputation, not just its presence.
Community-generated content
Relevant Plate Lunch Collective Services
AI Search Visibility Assessment Context Map
