5+ years of product management experience, with at least 3 years in B2B SaaS platforms. Proven track record building workflow automation, orchestration, or integration platforms. Experience with AI/ML products, particularly in production environments. Background in fintech, risk management, or financial services preferred. Demonstrated success launching technical products for non-technical users. Deep understanding of workflow orchestration patterns, event-driven architectures, and state machines. Experience with visual programming concepts and node-based editors. Knowledge of AI/ML concepts including LLMs, embeddings, vector databases, RAG, and agent architectures. Understanding of real-time systems, message queuing, and streaming data processing. Familiarity with API design, webhooks, OAuth flows, and integration patterns. Experience with workflow execution engines (Temporal, Airflow, Camunda). Understanding of no-code/low-code platforms and visual programming paradigms. Understanding of risk decisioning workflows across fraud, AML, credit, and onboarding. Knowledge of regulatory requirements for automated decision-making. Familiarity with risk operations including case management and investigation workflows. Strong analytical skills and excellent communication skills.