Why AI Visibility Changes the Marketing Funnel

When buyers ask AI systems for recommendations, brand discovery, trust, and comparison start before your analytics can see them.

Key signals: Discovery, Trust, Shortlist.

Use this framework as a working note for aligning strategy, content, and growth execution around one clear decision.