Lead the design and delivery of machine learning and LLM solutions for analytics automation and business decision-making. Own the AI stack roadmap from prototyping through deployment and impact measurement, build real-time and asynchronous ML pipelines, establish standards for evaluation, observability, security, and cost management, and mentor analysts. Translate complex technical work into strategic recommendations while partnering across functions in a fast-paced B2B SaaS environment.