When a Knowledge Panel shows the wrong job title, photo, or bio, the problem is rarely your schema. It’s source hierarchy. This guide shows how to identify which sources Google trusts, how to reduce contradictions, and what to change so your canonical person page becomes citeable.
The schema.org sameAs property is an identity equivalence signal, not a ranking trick. This guide explains how sameAs helps entity resolution, why it often “does nothing” when sources disagree, and the minimal safe pattern for a person profile.
A Knowledge Panel is not something you "request". It appears when Google is confident it can resolve a stable person entity and connect it to corroborating sources. This guide explains the decision model (identity -> disambiguation -> corroboration -> persistence) and the few changes that actually increase certainty.
Entity-first SEO is how Google connects pages into “who this is” and “why it’s credible”. This checklist shows how to build a personal brand entity (Person/Organization, sameAs, rel=me, author signals, hubs, and internal linking) so your site becomes easier to interpret and worth indexing.
How brands clone influencers, and audiences learn to distinguish living tone from corporate mimicry.