1. Entity baseline
We start by auditing how the brand is currently described across its own site, Wikidata, LinkedIn, Crunchbase, industry directories, and the third-party sources AI systems lean on. The output is a list of conflicts — inconsistent names, stale descriptions, merged or missing records — and a canonical description everything else gets aligned to.

