How does reputation management work differently for individuals vs companies?

The two disciplines share underlying methodology but the layers and signals differ. For individuals: Person schema across owned content, LinkedIn as a primary authoritative profile that often ranks for name queries, Wikipedia where independent notability supports an article, a personal website where appropriate as a canonical identity anchor, and aggressive disambiguation work (separating a person from same-named individuals so the engines do not confuse them) because name collisions are common. For companies: Organization schema with sameAs links (identifiers that tell Google your various profiles are the same entity), Wikipedia where notability supports it, the Knowledge Panel for the organization entity, Crunchbase or Bloomberg for financial visibility, structured industry directory presence, and a strong corporate site as the canonical reference. Both share the underlying source-layer discipline (changing the sources the engines read, not the engines themselves): the engines weight credentialed external sources heavily, so the work runs at those sources rather than purely on owned content. Engagements often combine corporate and individual programs, particularly for founder-led companies or family businesses, run as related but distinct workstreams.