
The moment a prospective customer asks an AI assistant for a specific product recommendation, the traditional marketing funnel either accelerates toward a sale or evaporates into digital silence. This fundamental shift marks the end of an era where appearing on the first page of a search engine result was the ultimate goal for a commercial enterprise. Today, if a generative










