How is product-level AI search visibility different from brand-level GEO?

“Brand-level generative engine optimization focuses on whether an AI system recognizes and accurately describes a company overall. Product-level AI search visibility asks a narrower question: does a specific feature, plan, or integration page get surfaced when a buyer asks about that exact capability.”