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 because name collisions are common. For companies: Organization schema with sameAs links, Wikipedia where notability supports it, the Knowledge Panel for the organization entity, Crunchbase or Bloomberg for financial visibility, structured industry directory presence, and a robust corporate site as the canonical reference. Both share the underlying source-layer discipline: 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.