Your product data is not AI-ready — here is what that actually costs you

AI agents, autonomous commerce, and intelligent product operations all depend on structured product intelligence — not marketing copy in a database. Most enterprise catalogs are architecturally unprepared. Here is what AI-ready actually means, why it is a system design problem, and what the operational cost of inaction looks like.