Ml, MLops, Security Controls, scalable services, GenAI, operational readiness for production AI, Process Excellence, governance compliance documentation, capacity modelling, Change Control, evaluation frameworks, audit-ready documentation, deployment monitoring and evaluation, LLMOps, AOP ownership, cloud-native architecture, LLM GenAI solution patterns, Ai, budgeting, AI ML lifecycle, vendor and cross-functional partnering, model lineage, financial operating management, Resource Planning