This guide presents a detailed architectural blueprint for integrating IBM WatsonX with Lenovo Hybrid AI 285 using Red Hat OpenShift. It targets technical architects, infrastructure engineers, and IT stakeholders planning to deploy enterprise-grade generative AI solutions. The document outlines the configuration and deployment of watsonx with Lenovo Infrastructure, detailing its architecture, key components, performance benchmarks, and deployment recommendations. It identifies critical challenges organizations face in adopting Generative AI, such as unpredictable infrastructure costs and inadequate scalability. The guide emphasizes Lenovo's pre-validated configurations for IBM watsonx, which aim to simplify AI deployment and ensure efficient management of AI workloads. Additionally, it describes functional and non-functional requirements for the reference architecture, including agentic workflows and performance standards. This comprehensive guide serves as a resource for enterprise AI architects, data scientists, and IT teams responsible for managing AI workloads in various environments.