How do you manage search results for someone with the same name as a controversial figure?

When a client shares a name with a controversial public figure or another well-known entity, the reputation problem is not negative content per se – it is identity collision. Stakeholders search the client’s name and get the other person’s record, AI engines conflate the two in responses, and the Knowledge Panel sometimes picks the wrong entity for the query. The work is entity disambiguation through deliberate signal-building. Person schema with distinct biographical anchors (date of birth, places, affiliations, employer). sameAs links to authoritative profiles that establish the correct identity (LinkedIn, employer page, association directory, Wikipedia if applicable). Authoritative content that ties the client’s name to current activities and affiliations the other figure does not share. AIQ monitoring to catch instances where engines are conflating identities. Over months the engines learn the disambiguation and the SERP and AI narrative resolve to the correct person.