Partner closely with engineering, applied science, data science, analytics, UX, operations, legal, compliance, and external vendor/partner teams to deliver AI-enabled products from. " Define AI product evaluation frameworks, including quality benchmarks, regression criteria, human-in-the-loop review, model performance monitoring, feedback loops, and launchreadiness.