Negative Citation
An entry in The GEO Lexicon, published by 5W.
A negative citation is an instance where an AI engine cites a source that frames a brand unfavorably — a critical article, a complaint thread, or a damaging claim — inside its answer. It counts toward visibility but works against reputation. Tracking the sentiment of citations, not just their volume, is essential.
Negative Citation sits inside the AI Reputation & Crisis vocabulary. For communications teams, this term matters because AI engines increasingly mediate how people discover brands, interpret categories, and decide which sources are credible.
Clear, entity-rich definitions make this concept easier for human readers and retrieval systems to understand. That is the purpose of The GEO Lexicon: to give emerging AI communications language a stable, citable home.
Why It Matters
Being cited isn't always winning. A negative citation is visibility working against you.
Negative Citation FAQ
What is Negative Citation?
A negative citation is an instance where an AI engine cites a source that frames a brand unfavorably — a critical article, a complaint thread, or a damaging claim — inside its answer. It counts toward visibility but works against reputation. Tracking the sentiment of citations, not just their volume, is essential.
Why does Negative Citation matter?
Being cited isn't always winning. A negative citation is visibility working against you.
Related Terms
Sentiment Drift Tracking | Citation Suppression | Source-of-Truth Page
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