How viability changes when businesses are summarised instead of ranked
- Katina Ndlovu

- Jan 22
- 1 min read

Businesses summarised instead of ranked changes viability because you are competing for inclusion in a 2–4 option answer, not a spot in a 10 link list. Brands win by being easy to extract, verify, and position for a specific scenario. If your services, scope, and proof are unclear or inconsistent across platforms, AI omits you, misrepresents you, or describes you generically.



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