Product data is not catalog content — it is AI commerce infrastructure

AI agents, autonomous commerce, and intelligent product experiences all fail without one thing: structured, governed, continuously orchestrated product intelligence. Most brands still treat product data as catalog content. The ones building for AI commerce treat it as operational infrastructure.