Experience applying AI solution patterns such as retrieval-augmented generation, text-to-SQL, semantic data models, AI agents, copilots, prompt libraries, human-in-the-loop workflows, guardrails, and evaluation frameworks. Ability to translate business needs, customer pain points, operational workflows, and research insights into product requirements, user stories, acceptance criteria, success metrics, and measurable outcomes.