Lumina Visibility Blog

Practical thinking on AI visibility and answer engine optimization.

Read diagnostics, frameworks, and field notes on how AI systems recognise, cite, compare, and recommend brands.

Why AI Recommends Your Brand in One Category but Ignores It in Another

Changing one category word can completely change which brands AI recommends. The problem may not be brand strength. It may be whether AI associates your brand with the category your customer is asking about.

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