Decision lens
Governance for deployed AI systems
Frame ownership, operating choices, and adoption paths so AI moves from experiment to managed use.
AI governance
Trusted AI governance for accountable AI systems
Tern Poh helps leaders move from AI pilots to governed systems teams can use, monitor, and explain. This page keeps the advisory signal grounded in public standards, reports, roles, credentials, and source-backed evidence.
Governance lens
From AI pilots to governed systems
The governance lens connects practical AI delivery with standards work, model security, readiness, transparency, and executive decision-making. The claims below stay within public proof and contributed-work boundaries.
Model risk
Model risk and AI security
Use TR 99 and delivery experience to discuss threats, controls, and risk tradeoffs in plain language.
Transparency
Transparency and decision support
Connect explainability and healthcare AI guide work to decisions leaders, teams, and users need to understand.
Readiness
AI readiness and operating model
Use AIRI and enterprise adoption experience to help leaders assess readiness, gaps, and governance routines.
Positioning
Trusted AI governance and model risk
Lim brings AI delivery experience together with TR 99 AI security work, contributed AI transparency research, and AI-human-security writing. He helps leaders frame AI risk, model security, and adoption choices.
Topics
Trusted AI governance and risk
Risk, security, transparency, and governance topics for leaders who need responsible AI systems.
Trusted AI governance and TR 99 lessons for executives
AI transparency, explainability, and healthcare decision support
AI and human security in emerging technology governance
Model risk and AI security for business leaders
ai-governance
TR 99:2021 AI Security
Contributed to Singapore's TR 99 AI security guidance for assessing and defending against AI security threats.
national-ai
AI Readiness Index
Led work on AIRI, Singapore's AI maturity framework for organizations.
Sources
Public proof
Contributed standards, reports, and guides
These entries are drawn from the public writing and source registry data.
Listed entries use contributed or worked-on wording unless a source clearly supports a stronger claim.
Technical reference
TR 99:2021 - Artificial intelligence (AI) security
Singapore Standards Council · 2022
AI security, model risk, and early-lifecycle AI system design
Sources
Singapore Standards eShopLinkedIn
Contributed report
AI Transparency & Explainability: A Policy Prototyping Experiment
Open Loop · 2022
AI transparency, explainability, and policy prototyping in Asia Pacific
Sources
Open Loop
Contributed guide
Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society
IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk · 2021
Healthcare AI decision support, risk, and public understanding
Sources
IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk
Contributed article
Unlocking the Impact of AI on Human Security
Commonwealth Security Group / CWSRG · 2021
AI, human security, emerging technology, and AI governance
Sources
Commonwealth Security Group / CWSRG
Roles
Where the governance work shows up
The role records below show current and past contexts where governance, readiness, AI standards, and AI security work appear in existing public profile data.
2024-Present
Deloitte
Manager, AI & Data
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
Turns complex AI topics into clear decisions for executives
AI StrategyDataGenAIConsultingTransformation
Sources
2021-2022
AI Singapore
Associate Director (AI Innovation)
Led national AI adoption and product work that connected AI readiness, enterprise demand, and go-to-market execution.
Led work on Singapore's AI Readiness Index, known as AIRI
Connected AI Singapore programs with enterprise adoption needs
Helped leaders translate AI ambition into practical adoption paths
AIRIAI StrategyProductGo-to-MarketEnterprise AI
2018-2021
AI Singapore
Principal AI Consultant; Assistant Head of AI Standards
Worked on enterprise AI consulting, AI standards, AI security guidance, and open source AI tools.
Helped enterprises scope and build minimum viable AI models
Worked on AI standards and AI security guidance, including TR 99:2021
Spoke at FOSSASIA 2020 on AI Singapore's open source AI Bricks
AI GovernanceAI StandardsAI SecurityAI BricksEnterprise AI
2019-2020
GovTech Singapore and National AI Office
Data Science and AI Programme Manager; AI policy and standards support
Supported whole-of-government data, analytics, and AI work through secondments while at AI Singapore.
Worked on public-sector AI and analytics programs
Supported national AI strategy, standards, and governance work
Public SectorAI GovernanceAnalyticsNational AI
Sources
Credentials
AI and data governance credentials
Credential records are shown only when backed by issuer or credential-wallet evidence. CDMP Certification is included as data governance proof that supports AI governance work.
DAMA CDMP Certification
CDMP Certification - Associate
Issuer or credential-wallet record lists this credential as active.
2025-09-26 - 2028-09-26
The IAPP
Artificial Intelligence Governance Professional (AIGP)
Issuer or credential-wallet record lists this credential as active.
2025-08-29 - 2027-08-31
Sources
Source-backed governance evidence
These primary sources support the standards, report, guide, and credential claims on this page. Context-only sources should not be treated as personal attribution.
AI Governance, Standards, And Reports
TR 99:2021 Artificial intelligence (AI) security
Singapore Standards eShop
standards page
Supports: TR 99:2021, AI security threats, model security, trusted AI governance
Accessed 2026-05-20
Industry 4.0 and AI and Innovation for Engineers
Institution of Engineers Singapore
public pdf
Supports: Assistant Head of AI Standards, AI Technical Committee, AI audit framework, minimum viable AI models
Accessed 2026-05-20
AI Transparency & Explainability: A Policy Prototyping Experiment
Open Loop
public pdf
Supports: contributed report, AI Singapore technical partner, AI transparency, AI explainability, policy prototyping
Accessed 2026-05-20
Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society
IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk
public pdf
Supports: contributed guide, AI Singapore project team contributor, healthcare AI decision support, public understanding of AI risk
Accessed 2026-05-20
Unlocking the Impact of AI on Human Security
Commonwealth Security Group / CWSRG
report page
Supports: contributed article, Unlocking the Impact of AI on Human Security, pages 22-23, Commonwealth Security Group, emerging technology, AI and human security
Accessed 2026-05-20
Credential Verification
Tern Poh Lim's Credentials wallet
DAMA CDMP Certification / Accredible
credential wallet
Supports: CDMP Certification - Associate, Tern Poh Lim, DAMA CDMP Certification, credential issue date, credential expiry date, credential ID 16451097, verified issuer, Data Management Fundamentals Badge
Accessed 2026-06-02
Tern Poh Lim - Credential.net wallet
Accredible / Credential.net
credential wallet
Supports: Artificial Intelligence Governance Professional (AIGP), Product Manager Certificate, Chartered AI Engineer Level 1, TensorFlow Developer Certificate, AI Certified Engineer Level I, Young Southeast Asian Leaders Initiative Certificate of Completion, credential issue dates, credential expiry status, user-uploaded credential status
Accessed 2026-05-21
Role and achievement context
These adjacent sources support displayed roles or achievements. They add career context but should not be read as stronger personal attribution than the page states.
Education, Awards, And Academic Profile
Lim Tern Poh - The NUS MBA
NUS Business School
institutional profile
Supports: NUS MComp AI, AI Singapore, Yoozoo, Deloitte, Duke-NUS innovation, Outstanding Graduating Student Prize, NUS MBA Tech Club, NUS MBA Entrepreneurship Club, AI Professionals Association, INSEAD Product Game, NUS VCIC, speaking and mentoring
Accessed 2026-05-20
Career, AI Leadership, And Public Roles
Tern Poh Lim - Deloitte | LinkedIn
public profile
Supports: Tern Poh Lim public profile name, TR 99 AI security, ASME Digitalization & AI Action Group, INSEAD Product Game, NUS VCIC, 500 Global mentoring, AI product and ecosystem roles
Accessed 2026-05-22
GITEX AI Asia Speakers 2025
GITEX Asia
conference speaker page
Supports: Deloitte Manager, AI & Data, AIRI, enterprise AI
Accessed 2026-05-20
AI Readiness Index - Where Are You on the AI Journey?
AI Singapore
institutional article
Supports: AI Readiness Index, AIRI, Tern Poh from AI Advisory Team, architect of AIRI framework, four pillars, nine dimensions, AI readiness levels
Accessed 2026-05-30
FOSSASIA Summit 2020
FOSSASIA
conference archive
Supports: AI Singapore, GovTech, National AI Office, Bunge, Procter & Gamble, AI Bricks, FOSSASIA 2020 talk, AI Singapore representation
Accessed 2026-05-20
Open Source Solutions at FOSSASIA Summit 2020
AI Singapore
institutional article
Supports: AI Singapore, Principal AI Consultant, Tern Poh, AI Bricks, open source AI, FOSSASIA 2020 talk, AI Singapore representation
Accessed 2026-05-30
协助达到精进技能目标 明年推出人工智能工程师技术认证
Lianhe Zaobao
media article
Supports: Chinese name 林腾宝, AI Singapore, AI Apprenticeship Programme, Senior AI Engineer, career transition from trading and finance to AI, AI engineer certification context
Accessed 2026-05-21