Why brand clarity has become a technical requirement, not a marketing one
- Katina Ndlovu

- Jan 22
- 1 min read

Brand clarity is now a technical requirement because “brand clarity technical requirement” determines whether algorithms can accurately classify, summarize, and recommend you across search and AI answer systems. If your positioning is vague, inconsistent, or context-dependent, AI-mediated discovery can misrepresent you or filter you out even when your marketing is strong.



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