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Core concept · Entity & Knowledge Graph

Definition

Entity reputation is the standing an AI system assigns a business based on how trusted sources describe it. It is built from third-party mentions, reviews, press, and citations, weighed by how much the model trusts each source. Where entity authority measures recognized expertise, entity reputation captures the sentiment and credibility that other voices attach to the entity. A model describes a business in the words of the sources it trusts, before the business gets a say. When those sources are consistent and credit the business well, the assembled description is favorable and confident. When they are sparse or negative, the model’s account follows. Reputation cannot be written directly into a model, so the work is earning corroborating mentions from sources a model already reads and keeping the entity resolvable so that praise lands on the right name.

Entity authority

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Entity confidence

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Topical authority

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Brand mention

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Trust signal

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