Personalized AI Search Undermines Traditional Rank Strategies
AI‑driven personalization now shows each shopper a unique product list, so a top‑ranking slot no longer guarantees visibility across audiences. Marketers must shift from chasing a single SERP position to measuring performance across segmented, intent‑based journeys. Ignoring this change risks misreading traffic and missing revenue opportunities.