Executive Summary AI-native applications are not traditional enterprise applications with an LLM added to the interface. They are systems designed around AI inference, enterprise context, probabilistic reasoning, dynamic orchestration, tools, memory, evaluation, and continuous observability as core architectural capabilities. IBM defines AI-native systems as products, workflows, or organizations designed from the ground up with AI as a core component rather than added later as a