Deloitte
Manager in AI & Data
AI Transformation & Deployment
I turn complex business problems into adopted AI systems
Singapore-based Deloitte AI & Data Manager and former AI Singapore Associate Director (Strategy and Special Projects). I align executives, users, product teams, and technical teams to move high-value AI use cases toward governed deployment and adoption.
AI Singapore
AIRI architect; former Associate Director
AI product
Former Senior AI Product Manager
NUS
MComp AI and NUS-PKU MBA
How I work
From business problem to adopted AI system
AI transformation and deployment leader who connects business priorities, user workflows, product choices, technical delivery, and governed adoption.
Find the business problem that matters
Lim helps leaders identify high-value AI use cases, clarify the decision to make, and connect the work to business priorities.
Align leaders, users, product, and engineering
His work spans consulting, national AI programs, and product teams. He translates between stakeholders so teams can make clear product and delivery choices.
Move from pilot to governed adoption
He combines deployment, AI readiness, product, and trusted governance experience to help teams move toward systems people can use, monitor, and scale.
Relevant experience
Built across consulting, national AI, and product teams
Three roles show the core pattern: frame the problem, align different teams, and move AI work toward practical use.
2024-Present
Manager, AI & Data
Deloitte
Advises enterprise leaders on AI, data, generative AI, and business transformation. Works across strategy, governance, delivery, and stakeholder alignment.
- PMO for large AI delivery work across Fortune 500 APAC clients
- Coordinates business leaders, consulting teams, and technical teams
2022
Senior AI Product Manager
Yoozoo Games AI Innovation Lab (AI2Labs)
Led AI product work in Yoozoo's AI Innovation Lab, also referenced publicly as AI2Labs, connecting engineering, design, business goals, and user needs.
- Managed AI product direction and delivery
- Aligned technical roadmaps with business needs
2021-2022
Associate Director (Strategy and Special Projects)
AI Singapore
Led national AI adoption and product work that connected AI readiness, enterprise demand, and go-to-market execution.
- Was one of the architects of Singapore's AI Readiness Index (AIRI)
- Progressed from AIAP Batch 2 apprentice and Senior AI Engineer into advisory and leadership roles
Transformation proof
Selected work
Four public proof points show AI readiness, product judgment, hands-on technical fluency, and trusted governance.
National AI framework
AI Readiness Index (AIRI)
An industry-focused framework that helps organizations assess AI maturity, capability gaps, and readiness.
Lim was one of the architects of AIRI, which gives organizations a clearer structure for planning AI adoption.
AI product leadership
AI product work at Yoozoo and AI2Labs
AI product work across engineering, data, design, business teams, and user needs.
Connected product direction and technical roadmaps with business needs.
Hands-on deployment proof
SG Weather Ops Dashboard
An AI-assisted operations dashboard taken from requirements through frontend, backend, database, testing, and documentation.
Shows hands-on technical fluency across product choices, implementation, debugging, and verification.
View repoAI governance standard
TR 99:2021 AI security
Singapore's technical reference for assessing and defending against AI security threats.
Lim contributed as a member of the Technical Committee on Artificial Intelligence and the AI Security Working Group that prepared the standard.
AI thought leadership
Writing and media
Clear views on AI strategy, adoption, AI economics, and China-US AI dynamics.
Contributed technical reference
TR 99:2021 - Artificial intelligence (AI) security
Singapore Standards Council · 2022
Contributed report
AI Transparency & Explainability: A Policy Prototyping Experiment
Open Loop · 2022
Media commentary
DeepSeek: Changing the game, not the leader
ThinkChina · 2025
Speaking and advisory
Talks for leaders turning AI strategy into use
Topics cover AI strategy, agents, readiness, governance, and practical deployment.