Applications and solutions built on Large Language Models (LLMs) and generative AI technologies comprise a complex system of interrelated subsystems. Each of these subsystems and components of the subsystem must be meticulously calibrated , tuned and optimized in a cohesive manner. This is essential not only for addressing the significant challenge of reducing hallucinations—where the AI generates inaccurate or irrelevant information—but also for achieving ultra-low latency. Such optimization is crucial for fulfilling the requirements of high-demand, interactive conversational voice assistants, ensuring they can respond swiftly and accurately in real-time interactions. If you're interested to learn more on how to construct a cohesive system of subsystems to effectively monetize LLM and Generative AI applications at scale, see you at AIAI Conference.