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Case Study: Visual Identity and Brand Positioning Alignment
This case study documents how aligning visual identity and headline framing reduced generic signalling and clarified how a service-based business’s expertise is interpreted.

Katina Ndlovu
2 days ago


Case Study: Clarifying an Interchangeable Brand Positioning in a Crowded Category
This case study documents how positioning clarity improved when a broad homepage headline was narrowed into a clearer positioning anchor, reducing generic category signalling.

Katina Ndlovu
2 days ago


Case Study: Correcting AI Misinterpretation of Business Expertise for a Service-Based Business
This case study documents how explicit scope, role clarity, and consistent authority signals improved the accuracy and repeatability of AI-generated summaries.

Katina Ndlovu
2 days ago


Case Study: Addressing High Visibility With Low Trust Conversion for a Service-Based Business
This case study documents how a service-based business with strong visibility struggled with trust and conversion, and how clarity-focused restructuring improved authority interpretation.

Katina Ndlovu
2 days ago


Why businesses misunderstand “helpful content” in SEO and AEO
Businesses often treat helpful content as long form coverage. In SEO and AEO, helpful content means intent resolution, extractable answers, and cross source validation that AI can trust.

Katina Ndlovu
Jan 22


Why AI Answer Engines Struggle to Explain Some Businesses Accurately
AI answer engines struggle to explain some businesses accurately because many businesses lack structural clarity, consistent signals, and verifiable context. When confidence is low, systems avoid guessing, which leads to omission or oversimplification.

Katina Ndlovu
Jan 22


Why Keyword Optimisation Alone Breaks Down in AI-Driven Search
Keyword optimisation was built for systems that matched words. AI-driven search interprets meaning, compares sources, and cites what it can summarise with confidence. Keywords still matter for rankings, but visibility now depends on semantic clarity, explicit entity definition, structured formatting, and cross-platform consistency.

Katina Ndlovu
Jan 22


Why businesses are invisible to AI search even when their SEO looks “fine”
AI search can miss a business even when SEO looks fine because rankings measure performance, not understanding. If entity clarity is weak, language is inconsistent, or tone is too promotional, AI systems reduce risk by omitting the business

Katina Ndlovu
Jan 22
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