Developed an enterprise deployment pattern for OPEA Chat QnA, focusing on scalable AI/ML deployment on Red Hat OpenShift with GitOps and AMD Instinct hardware acceleration. The work, contributed to the validatedpatterns/docs repository, encompassed end-to-end implementation including setup, prerequisites, model preparation, deployment verification, and continuous delivery. Leveraging skills in cloud computing, containerization, and DevOps, the solution established a GitOps-based workflow for automated deployment and verification in production-like environments. Integration with Red Hat and AMD technologies provided a robust foundation for enterprise scalability and future reuse. Documentation was authored in adoc, ensuring clarity and reproducibility for future deployments.