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.
View sourceBased in Singapore · International outlook
AI leadership from strategy through delivery.
Manager, AI & Data at Deloitte; former AI Singapore Associate Director (Strategy and Special Projects).
I connect business priorities, product decisions and teams to deliver AI, with governance built into the work.
Ways to work together
Lead the work. Share the lessons.
AI Leadership Roles
Senior AI leadership roles that set priorities, guide product choices and lead delivery. Based in Singapore; open to international scope, including China and ASEAN.
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 experienceSelected work
AI readiness, models and standards
My contributions to AIRI, a healthcare AI model and Singapore’s AI security technical reference.
Applied healthcare AI project
RenalTeam kidney hospitalisation prediction
AI Singapore reports that the team’s model reached performance comparable with the medical team after seven months, using a one-week prediction window.
Contribution: Worked with teammates to scope the problem, explore the data, select features, and train the model.
View sourceAI security technical reference
TR 99:2021 AI security
Singapore's technical reference for assessing and defending against AI security threats.
Contribution: Contributed as a member of the Technical Committee on Artificial Intelligence and the AI Security Working Group that prepared the standard.
View sourceI 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.
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
Educator webinar
AI4E - Developing AI Literacy Among Educators: Building an AI Model
National Institute of Education · 2020
AI advice and media commentary
I welcome AI advisory and expert-committee opportunities with boards, councils and leadership teams, and media enquiries on AI adoption and business impact.
Discuss an opportunity
Share your organization, the role or audience, topic and timing.