Insert AbstractEnterprise AI adoption isn't being limited by models - it's being limited by operating models. Based on enterprise AI maturity research, this session explores why organizations struggle to scale AI beyond individual developers, what distinguishes mature AI engineering organizations, and the practical capabilities required to deliver measurable business value from AI across the software development lifecycle.