Enterprise AI delivery
Enterprise AI work at Deloitte
Led four deployment strategists supporting Claude rollout, API integration and agent workflows with client teams.
Based in Singapore · International outlook
AI leadership across products, delivery and governance.
Principal Product Director, Enterprise AI Platforms and Products at NCS.
I work on Sunshine.core, connecting product direction, adoption and governance.
Selected work
Selected delivery and product work
AI product leadership
Slick.AI product leadership at Yoozoo
Led a cross-functional team of 10 on Slick.AI, connecting its roadmap and user experience with business needs.
National AI framework
AI Readiness Index (AIRI)
AIRI gives organizations a structured way to assess AI maturity, capability gaps, and readiness.
Contribution: Helped design AIRI as one of the framework's architects.
I built SG Weather Ops Dashboard with Codex and Claude Code as an AI-assisted development demonstration.
Explore the SG Weather projectIdeas and contributions
AI adoption, costs and context
Writing and commentary on how organisations adopt AI, manage risk and adapt to changes in technology and markets.
Authored article
A Structured Approach for Ideating AI Use Cases With AI Discovery
Medium
Contributed technical reference
TR 99:2021 - Artificial intelligence (AI) security
Singapore Standards Council · 2022
Quoted commentary
DeepSeek: Changing the game, not the leader
ThinkChina · 2025
Speaking and teaching
AI for leaders and educators
Selected talks and workshops for industry audiences, MBA students and educators.
Panel speaker listing
EMERGE — Payoneer × CSPN Summit 2026
Payoneer × Corporate Service Provider Network (CSPN) · 2026
Seminar
Generative AI for Business Leaders and Elevating Experience with AI Agent and LLM
SGInnovate · 2024
Workshop and panel moderation
AI for Business Leaders Workshop Series
NUS MBA Tech Club · 2023
Experience and conversations
AI leadership, speaking and teaching
AI Leadership Experience
Current enterprise AI platform and product work at NCS, with earlier experience in AI delivery, product teams and governance.
Explore leadership experienceSpeaking and Panels
Talks and panels on AI investment, agent authority and the choices that change across markets.
View speaking topics and past eventsUniversity Teaching
Guest lectures and university teaching on AI business decisions, governance and agent workflows, drawing on MBA workshop and educator webinar experience.
Explore teaching topics and experienceAI advice and media commentary
I serve as an Industry Advisor at SUSS Academy, supporting the quality and industry relevance of its Continuing Education and Training programme. I welcome AI advisory and expert-committee opportunities with boards, councils and leadership teams, and media enquiries on AI adoption and business impact.