Enterprise AI Engineer: Automation & LLM Solutions

NCS; Singapore; On-site; SGD 100,000 - 180,000; Full time

Job summary

NCS is hiring an AI Engineer to design, build, and deploy AI-driven solutions across the APAC region. You will translate real-world problems into scalable, production-ready AI systems, collaborating with in-house solution teams, operations, and business stakeholders.

The role emphasizes model development, MLOps, and governance with exposure to cloud AI services (Azure, AWS, GCP). A strong portfolio or 3+ years of hands-on AI/ML experience is required, with leadership responsibilities possible.

Qualifications

• Bachelor’s or Master’s degree in Computer Science, AI, Data Science, Engineering, or equivalent.
• 3+ years of hands-on experience in building AI/ML systems (or strong project portfolio for junior roles).
• Experience building intelligent chatbots, agents, or AI copilots.
• Understanding of software development best practices (Git, CI/CD).
• Experience with AIOps, anomaly detection, or predictive maintenance.
• Knowledge of enterprise IT operations or managed services environments.
• Strong problem-solving and analytical thinking.
• Ability to work independently and in cross-functional teams.
• Clear communication and documentation skills.
• Lead a small team to implement AI solutions.

Responsibilities

• Design, develop, and deploy AI/ML models for prediction, classification, automation, and NLP.
• Fine-tune and optimize Large Language Models (LLMs) such as GPT, LLaMA, Mistral, or enterprise models.
• Build AI agents, retrieval systems (RAG), vector databases, and workflow automation pipelines.
• Develop APIs and microservices to integrate AI components into enterprise systems.
• Prepare, clean, and transform large datasets for model training and inference.
• Implement MLOps pipelines for model training, deployment, monitoring, and lifecycle management.
• Ensure model performance, reliability, and drift detection in production environments.
• Participate in solutioning, feasibility studies, and architecture planning.
• Evaluate and compare models, frameworks, and cloud-based AI services (Azure AI, AWS SageMaker, GCP Vertex AI).
• Ensure solutions adhere to security, compliance, and governance requirements.
• Work with business teams to identify automation and AI opportunities.
• Translate business requirements into technical specifications and prototypes.
• Present technical concepts and results to both technical and non-technical stakeholders.

Skills

AI/ML systems

Chatbots/agents

CI/CD

AIOps

Enterprise IT

Problem solving

Team leadership

Education

Bachelor’s or Master’s degree

Tools

Git

CI/CD tooling

LLMs

Azure AI

AWS SageMaker

GCP Vertex AI

Job description

NCS is hiring an AI Engineer to design, build, and deploy AI-driven solutions across the APAC region. You will translate real-world problems into scalable, production-ready AI systems, collaborating with in-house solution teams, operations, and business stakeholders.

The role emphasizes model development, MLOps, and governance with exposure to cloud AI services (Azure, AWS, GCP). A strong portfolio or 3+ years of hands-on AI/ML experience is required, with leadership responsibilities possible.