AI Cost Management, Tokenomics and Optimization: Build and maintain cost models for LLMs, inference, agents, embeddings, vector databases, retrieval-augmented generation, GPUs, data movement, storage, observability, and shared platform services. Success will require more than reporting spend: you will create repeatable mechanisms that help teams choose the right model and architecture, forecast demand, manage commitments and capacity, protect margins, and demonstrate measurable business value.