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Case Study: Correcting Website Structure to Improve AI and Search Interpretation
This case study documents how improving website structure clarified hierarchy and reduced misinterpretation by search engines and AI systems without redesign.

Katina Ndlovu
2 days ago


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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