How do you handle negative content that appears in Google’s People Also Search For?

People Also Search For boxes are an entity-level feature: Google identifies which other entities its users have searched for in the same session as the queried entity, with policy filtering on top. When the shown adjacencies are accurate and preferred – the brand’s actual peers, partner organizations, the executive’s known affiliations – the box reinforces correct positioning. When the adjacencies are unfavorable – competitors the brand does not want to be associated with, deprecated affiliations, hostile entities – the box reinforces a problematic frame. Influence works at the entity layer rather than directly. Build co-citation patterns in authoritative content that link the brand to preferred adjacencies (preferred peers, named partners, relevant industry leaders). Over time, Google’s entity associations shift toward those co-citation patterns. Direct manipulation of the box is not available; entity engineering through the source layer is.