routing, rate limiting, cost management, modelselectionand version control across multiple model providers. AI solution design Design retrieval and reasoning architectures including RAG, corrective RAG (CRAG), and agentic patterns, selecting the right approach for a given business problem. Architect agent harnesses and their components — planning, memory, tool use, statemanagementand … Working understanding of how AI integrates with major operational systems such as SAP,Salesforceand ServiceNow. Hands-on knowledge of agentic AI, LLM gateways, MCP, RAG/CRAG, agent harnesses, evaluations and guardrails, and AI observability. Demonstrable experience designing and leading data & AI transformationprogrammes, andbuilding high-performing teams in complex stakeholder ...