Brand entity consistency checklist for AI shopping surfaces

Brand is the root entity in most product graphs. If "Acme™," "ACME Co," and "Acme International" compete across your properties, retrieval systems attach facts to the wrong node—or invent a fourth spelling.

• Legal name in Organization.legalName matches footer and invoices.
• Logo URL stable and HTTPS; same asset on social profiles in sameAs.
• Product brand property matches packaging and Amazon listing title prefix.
• H1 and title use one canonical product line naming convention.
• Support email domain matches Organization url registrable domain.
• Press page lists acquisitions and sub-brands with explicit relationships.

Export strings from: Shopify titles, Google Merchant Center, Meta catalog, JSON-LD, email templates. Diff in spreadsheet; fix highest-traffic mismatches first.

1. Organization + WebSite on homepage 2. Hero SKUs with branded search volume 3. Marketplace profiles (often leak alternate spellings)

Do trademarks in titles help? Clarity helps models; symbol clutter does not.

Should I rename SKUs for GEO? Only if naming chaos is extreme; prefer consistent display names in schema.

What about white-label products? Disclose manufacturer and brand roles explicitly in copy and schema.

Visora /audit highlights entity drift between HTML and JSON-LD—fix brand root before variant-level work.