Gen AI bolted onto an enterprise marketing stack delivers pilot results. Built into it, it delivers transformation. The Gist Gen AI requires infrastructure thinking. Generative AI delivers enterprise value when embedded into core systems, orchestration layers and governance frameworks—not deployed as disconnected pilots. Architecture determines AI outcomes. Real-time data access, modular systems, shared memory and dynamic governance create the foundation for scalable AI that moves beyond experimentation. Most enterprises still are not ready. Legacy infrastructure, fragmented data and weak governance continue to prevent organizations from moving Gen AI from promising pilots to sustainable business transformation. Generative AI isn’t merely a new feature—it's a strategic platform shift that requires more than surface-level adoption.…