Experience developing AI evaluation frameworks using approaches such as golden datasets, scenario-based testing, LLM-as-judge, and automated regression testing to measure groundedness, citation correctness, response quality, safety, latency, and cost. Demonstrated ability to engage customers, translate ambiguous business needs into technical designs, communicate trade-offs, and influence decisions across product, architecture, security, governance, and engineering teams.