MLops, Service Design, unit economics, fine-tuning, service copilots, conversational agents, GenAI stack, AI strategy, agentic systems, vector stores, RAG, foundation models, cost-to-serve, Data Strategy, evaluation and guardrails, Experience Strategy, autonomous workflows, human-centred research, ML roadmap, Pricing, customer LTV