AI Platform Architect & Enterprise AI Governance Lead

UPPER SPRING CONSULTING PTE. LTD.; Singapore; On-site; SGD 180,000 - 240,000; Full time

Job summary

UPPER SPRING CONSULTING PTE. LTD. seeks an Assistant Manager, AI Engineering to serve as the technical authority for how AI agents and AI-powered applications are built across the company. You will define platforms, standards, and architecture and act as the embedded AI consultant throughout the organization.

The role covers platform strategy, multi-agent design, knowledge-base governance, and LLM operational tooling, with cross-team collaboration to ensure scalable and responsible AI delivery.

Qualifications

• 8+ years engineering experience with AI/ML/LLM roles.
• Experience selecting and governing enterprise AI platforms and LLM tooling.
• Deep understanding of LLM architectures, retrieval augmented generation, and vector databases.
• Knowledge of model evaluation, observability, and guardrail frameworks (e.g. Pydantic, OpenTelemetry, Langfuse, OPA).
• Ability to compare LLM providers and articulate tradeoffs across capability, cost, governance, and lock-in.
• Excellent written communication and ability to influence across teams.
• Experience designing multi-agent systems and agent orchestration patterns.
• Familiarity with the Model Context Protocol (MCP) and agent interoperability standards.
• Experience across multiple enterprise LLM platforms and ecosystems, with integration experience.
• Exposure to AI governance and Responsible AI frameworks (ISO 27001, NIST AI RMF).
• Experience in shipping, logistics, or supply chain domains preferred.

Responsibilities

• Act as the embedded AI technical authority on agent design, model selection, and retrieval architecture.
• Author and maintain AI engineering standards, frameworks, and reusable components.
• Design the multi-agent architecture, including agent collaboration patterns and discovery mechanisms.
• Lead the design and rollout of the enterprise knowledge base architecture and retrieval patterns.
• Define and govern the AI platform estate, including development tools and LLM provider selection.
• Partner with stakeholders across the organization on governance, deployment, and operations of AI systems.

Skills

AI engineering

LLM architectures

LangChain

Prompt engineering

MLOps tooling

Model evaluation

Observability

Governance frameworks

Cross-team influence

Tools

LangGraph

LangChain

Semantic Kernel

Pydantic

OpenTelemetry

Langfuse

OPA

Job description

UPPER SPRING CONSULTING PTE. LTD. seeks an Assistant Manager, AI Engineering to serve as the technical authority for how AI agents and AI-powered applications are built across the company. You will define platforms, standards, and architecture and act as the embedded AI consultant throughout the organization.

The role covers platform strategy, multi-agent design, knowledge-base governance, and LLM operational tooling, with cross-team collaboration to ensure scalable and responsible AI delivery.