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Katina Ndlovu

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3D render of a black laptop showing an “AI shortlist” ranking service companies by inclusion and confidence, with floating panels for “Structured pages” and labels like interpretation, shortlist, and structure, all wrapped in a glowing neon green loop on a dark background.

3D render of a black laptop showing an “AI shortlist” ranking service companies by inclusion and confidence, with floating panels for “Structured pages” and labels like interpretation, shortlist, and structure, all wrapped in a glowing neon green loop on a dark background.

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.

Jan 22

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Content and operations specialist focused on clarity, structure, and responsible AI use.

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