AI Systems Product Manager — End-to-End & Hands-On

CYGNIFY PTE. LTD.; Singapore; On-site; SGD 120,000 - 180,000; Full time

Job summary

CYGNIFY PTE. LTD. in Singapore seeks a deeply technical, hands-on AI/ML product leader to design and evolve end-to-end systems for global users.

You will work with engineers to translate requirements into robust, scalable architecture and define trade-offs across performance, cost, and user experience. The role emphasizes strong CS fundamentals, ML production experience, and the ability to own complex products from concept to shipping.

Qualifications

• Strong grounding in algorithms, data structures and system design.
• Solid understanding of ML fundamentals and production AI behavior.
• Ability to read, review and discuss technical design documents.

Responsibilities

• Research and define end-to-end AI system requirements from capability to behavior to user impact.
• Translate model capabilities, data constraints, and evaluation results into clear product and system decisions.
• Make hard trade-offs across quality, latency, cost, reliability, and UX.
• Work closely with ML, backend, and mobile engineers on system design, evaluation, and iteration.
• Define and evolve evaluation frameworks across offline metrics, online experiments, and human feedback.
• Drive execution with clear specs, strong judgment, and disciplined prioritization.
• Ensure systems ship quickly, safely, and reliably, with strong feedback loops.
• Own product quality end-to-end - correctness, predictability, and user trust.

Skills

CS fundamentals

ML fundamentals

Product leadership

LLM-based systems

Job description

CYGNIFY PTE. LTD. in Singapore seeks a deeply technical, hands-on AI/ML product leader to design and evolve end-to-end systems for global users.

You will work with engineers to translate requirements into robust, scalable architecture and define trade-offs across performance, cost, and user experience. The role emphasizes strong CS fundamentals, ML production experience, and the ability to own complex products from concept to shipping.