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Why brand clarity has become a technical requirement, not a marketing one
Brand clarity now determines whether algorithms can extract, categorise, and summarise your business correctly. If your identity is ambiguous, you get filtered out or misrepresented before a human ever sees you.

Katina Ndlovu
Jan 22


What makes a business viable in an AI-mediated economy
AI now sits between buyer intent and provider selection. Viability means your business can be accurately extracted, understood, verified, and summarised across platforms before a human ever visits your site.

Katina Ndlovu
Jan 22
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