Two decades of search engine dominance face a new challenger. Artificial Intelligence now replaces the traditional search bar as the primary starting point for consumer decision-making. This shift forces retailers to optimize for LLM discovery over keyword rankings. Practitioners must now prioritize conversational data structures to maintain visibility in AI-driven shopping journeys.