Inadequate infrastructure and fragmented data currently stall the return on investment for agentic AI. Unlike chatbots, agents require frictionless access to operational systems and unstructured business context to execute real-time actions. MIT Technology Review notes that this shift demands a total overhaul of enterprise data systems. Practitioners must prioritize data reliability over model scale.