Product Manager (AI System)

Responsibilities • Define end-to-end AI system requirements, from model capabilities and behaviour to user impact. • Translate ML capabilities, data constraints and evaluation results into product and system decisions. • Make trade-offs across quality, latency, cost, reliability and UX. • Define and evolve evaluation frameworks using offline metrics, online experiments and human feedback. • Own AI product quality and delivery, including correctness, predictability, safety and user trust. Requirements • Strong foundation in computer science, including algorithms, data structures and system design. • Solid understanding of ML fundamentals and modern AI systems in production. • Hands-on experience with AI-powered products, including LLM-based systems, model evaluation and prompt or pipeline iterati on. • Experience owning complex technical products end-to-end and working closely with engineering and ML teams. • Strong understanding of AI limitations, including hallucinations, bias, drift and failure handling. GMP Recruitment Services (S) Pte Ltd | EA Licence: 09C3051 | VO UYEN AI LINH | Registration No: R22109232