Operate and scale production LLM and AI agent platforms across the enterprise. Build evaluation frameworks, observability, deployment safeguards, cost optimization, and governance capabilities. Partner with business and technology leaders to identify high-value AI opportunities, design future-state workflows, define requirements and success metrics, guide implementation, and drive adoption. Ensure AI solutions are reliable, measurable, compliant, and integrated into everyday operations.