What to Measure
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How do you measure the effectiveness of content suppression campaigns?
By tracking the rank movement of the target negative content over time, the share-of-voice gains by authoritative content, shifts in the AI narrative, and qualitative stakeholder signals.
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What is a reputation scorecard?
A reputation scorecard aggregates search composition, the AI narrative, Wikipedia and Knowledge Panel status, peer comparison, and crisis readiness into structured executive reporting with trend lines and recommendations.
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How do you measure the impact of Wikipedia changes on overall reputation?
Through Knowledge Panel updates, shifts in the AI narrative since the engines often follow Wikipedia, and movement in the search position of the Wikipedia article itself.
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What is sentiment analysis and how does it apply to reputation?
Sentiment analysis classifies content as positive, neutral, or negative. In reputation work it is applied to ranking URLs, AI responses, and stakeholder communications to track trends and the impact of interventions.
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What is a reputation risk score and how is it used?
A reputation risk score evaluates exposure to crisis - low-quality content, missing entity signals, a weak Wikipedia or Knowledge Panel, AI narrative gaps - and supports risk-committee reporting and prioritization.
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