How do you manage reviews for a company that operates under multiple brand names?

A company operating under multiple brand names faces a review problem compounded by an entity problem: the brands have to be managed separately, and they have to stay distinct in how search and the AI engines understand them. On the review side, the structure is named owners per brand and per-brand monitoring of scores and themes, since a problem at one brand should not be averaged away in a portfolio number or, worse, attributed to a sibling brand. On the entity side – which is where multi-brand companies most often slip – the owned properties need clean, schema-marked signals that attribute each brand to its own identity, so that Google and the AI engines do not conflate them or merge their reputations. When the entity signals are muddy, a negative event at one brand can bleed into the engines’ summaries of another. We track each brand’s search presence with IMPACT™ and how the AI engines describe each one with AIQ™, because the core risk in a multi-brand structure is reputational contamination across brands that should be kept distinct.