What is a reputation risk score and how is it used?

A reputation risk score measures how exposed an entity is to a reputation event before one happens, which makes it useful for risk-committee reporting and for prioritizing where to invest. Rather than measuring current sentiment, it assesses vulnerability: low-quality content already holding positions, weak entity signals that leave the systems resolving the entity poorly, an absent or fragile Wikipedia article or Knowledge Panel, and gaps where the AI engines hedge or repeat thin information. Each is a place where a crisis could take hold or an inaccurate narrative could spread, so the score aggregates them into a measure of exposure. The value is that it translates reputation into the language risk committees use, and it points the program at the vulnerabilities worth closing before they are tested. The discipline is keeping the score honest – grounded in the actual state of the layers rather than a generic checklist. We assess exposure across search, the AI engines, and Wikipedia using IMPACT™, AIQ™, and WikiAlerts™ to produce a risk picture leadership can act on.