{ "@context": "https://schema.org", "@type": "Person", "@id": "https://limternpoh.github.io/about_lim_tern_poh/#lim-tern-poh", "name": "Lim Tern Poh", "display_name": "Lim Tern Poh", "alternate_names": [ "Tern Poh", "林腾宝", "Tern Poh Lim" ], "name_variants": [ "Lim Tern Poh", "Tern Poh", "林腾宝", "Tern Poh Lim" ], "in_language": "en", "url": "https://limternpoh.github.io/about_lim_tern_poh/", "canonical_profile_url": "https://limternpoh.github.io/about_lim_tern_poh/", "canonical_site_url": "https://limternpoh.github.io/about_lim_tern_poh/", "identity_page": "https://limternpoh.github.io/about_lim_tern_poh/", "profile_data_url": "https://limternpoh.github.io/about_lim_tern_poh/profile-data.json", "profile_image": "https://limternpoh.github.io/about_lim_tern_poh/lim-tern-poh-headshot.jpg", "topic_pages": [ { "topic": "Leadership", "url": "https://limternpoh.github.io/about_lim_tern_poh/about/", "alternate_language_url": "https://limternpoh.github.io/about_lim_tern_poh/zh-cn/about/" }, { "topic": "Speaking", "url": "https://limternpoh.github.io/about_lim_tern_poh/speaking/", "alternate_language_url": "https://limternpoh.github.io/about_lim_tern_poh/zh-cn/speaking/" }, { "topic": "Teaching", "url": "https://limternpoh.github.io/about_lim_tern_poh/teaching/", "alternate_language_url": "https://limternpoh.github.io/about_lim_tern_poh/zh-cn/teaching/" }, { "topic": "Writing & Media", "url": "https://limternpoh.github.io/about_lim_tern_poh/writing/", "alternate_language_url": "https://limternpoh.github.io/about_lim_tern_poh/zh-cn/writing/" }, { "topic": "Advisory", "url": "https://limternpoh.github.io/about_lim_tern_poh/ai-governance/", "alternate_language_url": "https://limternpoh.github.io/about_lim_tern_poh/zh-cn/ai-governance/" } ], "title": "AI Strategy, Product & Transformation Leader", "location": "Singapore", "summary": "Lim Tern Poh is a Singapore-based AI strategy, product and transformation leader. He is Principal Product Director, Enterprise AI Platforms and Products at NCS, which he joined in October 2026. He previously worked as a Manager in AI & Data at Deloitte, leading enterprise AI deployment and data modernisation work across APAC until September 2026. He previously led a team of 10 on Yoozoo’s Slick.AI platform and was an Associate Director (Strategy and Special Projects) at AI Singapore. He is one of the AI Readiness Index’s architects and contributed to Singapore’s TR 99:2021 AI security reference. He also serves as an Industry Advisor at SUSS Academy, supporting the quality and industry relevance of its Continuing Education and Training programme. He holds MBA degrees from NUS and Peking University and a Master of Computing in AI from NUS.", "short_summary": "Lim Tern Poh is a Singapore-based AI leader and Principal Product Director, Enterprise AI Platforms and Products at NCS since October 2026. He previously worked as a Manager in AI & Data at Deloitte until September 2026 and serves as an Industry Advisor at SUSS Academy. A former AI Singapore Associate Director (Strategy and Special Projects) and one of AIRI’s architects, he has also led AI product work at Yoozoo. He holds MBA degrees from NUS and Peking University and a Master of Computing in AI from NUS.", "career_objective": "Current focus: enterprise AI platforms and products at NCS, covering roadmaps, positioning and adoption. Open to discussions on AI leadership and practical delivery, including work involving China and ASEAN.", "available_for": [ "AI leadership discussions", "Speaking and panel discussions", "Guest lectures and adjunct teaching opportunities", "Executive, board and council advisory opportunities", "Media commentary", "Startup mentoring" ], "signature_sessions": [ { "id": "readiness_to_deployment", "title": "When is an AI pilot ready for real use?", "audience": "Business leaders, product teams and transformation leads", "takeaways": [ "Define the business decision an AI pilot must support.", "Check the data, skills and owner needed for delivery.", "Set the evidence needed to proceed, revise or stop." ], "formats": [ "Talk", "Panel", "Executive briefing" ], "source_ids": [ "aisingapore_airi", "aisingapore_renalteam_2019", "sginnovate_ai_business_leaders" ] }, { "id": "agent_authority", "title": "AI agents: who can decide and act?", "audience": "Executives, product leaders and teams responsible for AI risk", "takeaways": [ "Separate an agent's advice, decisions and actions.", "Set access limits and decide which actions need human approval.", "Choose failure tests, review records and escalation rules." ], "formats": [ "Talk", "Panel", "Executive briefing" ], "source_ids": [ "sginnovate_ai_business_leaders", "singapore_standards_tr99", "sg_weather_ops_dashboard_repo" ] }, { "id": "ai_across_markets", "title": "What changes when AI crosses markets?", "audience": "Business and product teams adapting AI across markets", "takeaways": [ "Identify the language and user context that need local testing.", "Compare model access, costs and practical constraints.", "Decide what can be reused and what needs local adaptation." ], "formats": [ "Talk", "Panel", "Executive briefing" ], "source_ids": [ "eye_on_asia_clearer_waters_2024", "zaobao_ai_localization", "thinkchina_openai_block", "pku_guanghua_mba_adventure" ] } ], "teaching": { "intro": "Tern Poh was an instructor and moderator in the NUS MBA Tech Club's AI for Business Leaders series. He also introduced AI at an NIE webinar for educators. Proposed topics connect business decisions, AI risks and the design of AI workflows.", "availability": "Open to guest lectures, short university programmes and adjunct teaching. Scope and depth can be agreed around the course, learners and learning goals.", "areas": [ { "id": "ai_business_decisions", "title": "Assess an AI business case", "audience": "MBA, business and executive education learners", "outcomes": [ "Define the decision and value an AI use case should support.", "Identify gaps in data, team skills and delivery ownership.", "Recommend whether to proceed, revise or stop a proposal." ] }, { "id": "ai_governance", "title": "Turn AI risks into design choices", "audience": "Business and computing students; working professionals", "outcomes": [ "Map the people affected by an AI system and its likely failures.", "Assign responsibility for risk decisions and human review.", "Compare controls for transparency, security and human oversight." ] }, { "id": "applied_agentic_ai", "title": "Design and test an AI agent workflow", "audience": "Computing students and professionals building AI applications", "outcomes": [ "Map the roles of models, tools and people in a workflow.", "Define allowed actions and points for human approval.", "Test a prototype against its task and likely failure cases." ] } ], "evidence_source_ids": [ "nus_mba_ai_business_leaders_workshop", "nie_ai_literacy_educators", "ai4e_educators_youtube" ], "sample_lesson": { "id": "ai-business-case-sample", "label": "Proposed sample lesson", "title": "Should this AI pilot proceed?", "status_note": "An illustrative lesson plan with a fictional scenario, prepared for discussion with course leaders.", "learners": "MBA, business and executive education learners", "format": "60 minutes · discussion and group exercise · no coding required", "scenario": "A service team proposes an AI assistant that drafts replies from an approved knowledge base. Decide whether to run a pilot, what evidence is needed and which actions require human review.", "sequence": [ { "minutes": 10, "activity": "Frame the business decision and its owner" }, { "minutes": 15, "activity": "Assess data, skills and readiness gaps" }, { "minutes": 15, "activity": "Define controls and failure tests" }, { "minutes": 15, "activity": "Review the proposal in groups" }, { "minutes": 5, "activity": "Present a proceed, revise or stop recommendation" } ], "output": "A one-page recommendation naming the business owner, one success test, one failure test and the human-review boundary.", "criteria": [ { "name": "Business decision", "standard": "Names the decision, affected users, owner and expected value." }, { "name": "Readiness", "standard": "Identifies specific gaps in data, skills and delivery ownership." }, { "name": "Controls", "standard": "Links plausible failures to justified access limits and human review." }, { "name": "Recommendation", "standard": "Uses testable criteria to justify proceeding, revising or stopping." } ], "labels": { "learners": "Learners", "format": "Format", "scenario": "Fictional scenario", "outline": "Lesson outline", "output": "Learner output", "assessment": "Assessment criteria", "minutes": "min" } }, "curriculum_advisory": { "label": "Curriculum advisory", "title": "SUSS Academy · Industry Advisor", "summary": "Since September 2026, an industry advisory appointment supporting curriculum, courseware, assessment and learner pathways in Continuing Education and Training.", "source_ids": [ "suss_academy_industry_advisor_2026" ] } }, "media_topics": [ "What lower model costs change for enterprise AI adoption", "Why AI localisation involves more than translation", "How model access shapes AI choices in China", "What organisations need before putting AI into use" ], "professional_categories": [ "Singapore-based AI strategy, product and transformation leader", "Trusted AI governance adviser", "AI speaker and workshop instructor", "Startup mentor", "Media commentator on AI business impact" ], "search_context": { "canonical_profile_page": "https://limternpoh.github.io/about_lim_tern_poh/", "name_queries": [ "Lim Tern Poh", "Tern Poh", "林腾宝", "Tern Poh Lim" ], "professional_queries": [ "Lim Tern Poh", "Tern Poh", "Tern Poh Lim", "AI talent in Singapore", "Singapore AI talent", "Singapore AI leader", "AI Strategy", "AI Strategy Lead", "AI Transformation", "AI product management", "Applied AI development", "enterprise AI Singapore", "AI readiness", "AI innovation mentor", "startup mentor for AI founders", "trusted AI governance Singapore", "AI security Singapore" ], "source_backed_topics": [ "AI talent in Singapore", "Singapore AI talent", "Singapore AI leadership", "AI Strategy", "AI Strategy Lead", "AI Transformation", "AI product management", "Applied AI development", "Enterprise AI strategy", "Trusted AI governance", "AI security", "Model risk", "AI readiness", "Generative AI adoption", "AI agents", "Agentic AI development", "AI localization", "Cross-border AI strategy", "AI public speaking", "AI guest lectures and university teaching", "AI innovation mentoring", "Startup mentoring for AI founders", "AI workforce commentary in Singapore" ] }, "expertise_topics": [ "Enterprise AI strategy", "AI transformation strategy", "Generative AI adoption", "AI readiness assessment", "Trusted AI governance", "AI transparency and explainability", "AI security threat assessment", "Model risk and AI security", "AI governance and standards", "AI risk and ethics", "AI operating models", "Agentic AI delivery", "Enterprise AI deployment", "AI product management", "Minimum viable AI models", "Data science program management", "Machine learning translation", "AI use case design", "Management consulting", "Business transformation", "Deployment strategy", "Business-to-technical translation", "Executive advisory", "PMO and delivery governance", "Cross-border GTM strategy", "Stakeholder management", "Cross-functional team leadership", "AI public speaking", "AI policy commentary", "AI and human security", "Emerging technology governance", "AI market and localisation analysis", "AI cost and infrastructure analysis", "LLM cost inflection analysis", "Culturally fit AI systems", "Helping business users build AI applications", "Media commentary", "Startup mentoring", "Go-to-market strategy", "Product-market fit", "MedTech venture building", "Grant funding", "Founder coaching", "Financial services and banking", "Healthcare and MedTech", "Healthcare AI decision support", "Telecommunications", "Public sector", "Technology and startups", "Consumer goods and commodities", "Google Cloud", "Generative AI platforms", "Agentic AI frameworks", "Data management systems", "Open source AI tools" ], "focus_areas": [ "AI strategy for enterprise leaders", "AI transformation and deployment strategy", "How executives can move from AI pilots to governed practical use", "What AI agents mean for business work", "AI readiness, governance, and enterprise use", "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", "The business impact of LLM cost declines" ], "opportunity_paths": [ { "id": "ai_leadership", "priority": 1, "title": "AI Leadership Experience", "summary": "Current enterprise AI platform and product work at NCS, with earlier experience in AI delivery, product teams and governance.", "path": "/about/", "cta_label": "Explore leadership experience", "contact_subject": "AI leadership discussion" }, { "id": "speaking", "priority": 2, "title": "Speaking and Panels", "summary": "Talks and panels on AI investment, agent authority and the choices that change across markets.", "path": "/speaking/", "cta_label": "View speaking topics and past events", "contact_subject": "Speaking or panel enquiry" }, { "id": "teaching", "priority": 2, "title": "University Teaching", "summary": "Guest lectures and university teaching on AI business decisions, governance and agent workflows, drawing on MBA workshop and educator webinar experience.", "path": "/teaching/", "cta_label": "Explore teaching topics and experience", "contact_subject": "Guest lecture or university teaching enquiry" }, { "id": "executive_board_advisory", "priority": 3, "title": "AI Advisory for Boards and Councils", "summary": "AI advice for boards, councils and leadership teams on readiness, risk and oversight, drawing on AIRI and standards contributions.", "path": "/ai-governance/", "cta_label": "Explore AI governance experience", "contact_subject": "Board, council or executive AI advisory opportunity" }, { "id": "media_commentary", "priority": 3, "title": "Media Commentary", "summary": "Available for interviews on AI adoption, model costs and localisation, with past views quoted in ThinkChina and Lianhe Zaobao.", "path": "/writing/", "cta_label": "Read writing and media commentary", "contact_subject": "AI media commentary request" }, { "id": "startup_mentoring", "priority": 4, "title": "Startup Mentoring", "summary": "Available to mentor AI-first founders on product direction, business models and go-to-market choices.", "path": "/innovation/", "cta_label": "Explore mentoring experience", "contact_subject": "Startup mentoring enquiry" } ], "current_role": { "company": "NCS", "role": "Principal Product Director, Enterprise AI Platforms and Products", "location": "Singapore", "period": "Oct 2026 – Present", "current": true, "category_id": "ai_leadership_delivery", "description": "Joined NCS in October 2026 to work on Sunshine.core, its enterprise AI platform for building and operating AI agents. The platform combines reusable components with a shared control plane for governance and monitoring. The role covers product roadmaps, demand prioritisation, packaging and positioning, and adoption.", "highlights": [ "Shape a shared product roadmap from business-unit and project-team needs", "Define how platform capabilities and AI products are packaged and positioned for internal users and external buyers", "Lead go-to-market campaigns and track adoption and product outcomes", "Work with architecture and delivery teams to turn demand into reusable products" ], "tags": [ "Enterprise AI Platforms", "Product Strategy", "Product Roadmaps", "Go-to-Market" ], "source_ids": [ "lim_tern_poh_owner_confirmed_ncs_2026", "ncs_sunshine_core_2026" ] }, "selected_experience": [ { "company": "NCS", "role": "Principal Product Director, Enterprise AI Platforms and Products", "location": "Singapore", "period": "Oct 2026 – Present", "current": true, "category_id": "ai_leadership_delivery", "description": "Joined NCS in October 2026 to work on Sunshine.core, its enterprise AI platform for building and operating AI agents. The platform combines reusable components with a shared control plane for governance and monitoring. The role covers product roadmaps, demand prioritisation, packaging and positioning, and adoption.", "highlights": [ "Shape a shared product roadmap from business-unit and project-team needs", "Define how platform capabilities and AI products are packaged and positioned for internal users and external buyers", "Lead go-to-market campaigns and track adoption and product outcomes", "Work with architecture and delivery teams to turn demand into reusable products" ], "tags": [ "Enterprise AI Platforms", "Product Strategy", "Product Roadmaps", "Go-to-Market" ], "source_ids": [ "lim_tern_poh_owner_confirmed_ncs_2026", "ncs_sunshine_core_2026" ] }, { "company": "SUSS Academy, Singapore University of Social Sciences", "role": "Industry Advisor", "location": "Singapore", "period": "Sep 2026 – Present", "current": true, "category_id": "advisory_appointments", "description": "Industry advisory appointment supporting the quality and industry relevance of SUSS Academy’s Continuing Education and Training (CET) programme.", "highlights": [ "Advise on curriculum, courseware, training materials and assessment", "Provide an independent industry perspective and facilitate research, strategic and academic collaborations", "Support learners’ education and career opportunities and pathways" ], "tags": [ "Industry Advisory", "Continuing Education and Training", "Curriculum Quality", "Industry Collaboration" ], "source_ids": [ "suss_academy_industry_advisor_2026" ] }, { "company": "Deloitte", "role": "Manager, AI & Data", "location": "Singapore", "period": "Oct 2024 – Sep 2026", "current": false, "category_id": "ai_leadership_delivery", "description": "Led four deployment strategists across Japan (2), Taiwan (1) and Singapore (1) for a multinational semiconductor company. Worked onsite with client teams on forward-deployed AI, helping them roll out Claude, integrate its APIs and build agentic workflows and AI-enabled products. Advised on agent product design and harness engineering.", "highlights": [ "Worked onsite with client teams to address adoption barriers and support Claude rollout, API implementation and agentic workflow development", "Advised consulting and client AI teams on agent product design and harness engineering for operations-planning use cases", "Designed a Google Cloud operating model covering data ownership, governance and platform workflows", "Led a 20-person regional team on an Oracle-to-Google Cloud reporting migration", "Led a team updating a regional data governance framework, including value measurement and lifecycle controls" ], "tags": [ "Forward-Deployed AI", "Agentic AI", "Claude", "Harness Engineering", "Team Leadership", "Data Governance" ], "source_ids": [ "gitex_asia_2025", "linkedin_public_profile", "linkedin_role_dates_2026_09", "lim_tern_poh_owner_confirmed_deloitte" ] }, { "company": "Yoozoo Games AI Innovation Lab (AI2Labs)", "role": "Senior AI Product Manager", "location": "Singapore", "period": "Mar 2022 – Nov 2022", "current": false, "category_id": "ai_leadership_delivery", "description": "Led a cross-functional team of 10 on Slick.AI, an AI platform for game studios and external developers.", "highlights": [ "Set the product roadmap, connecting machine-learning capabilities with business goals and user needs", "Worked on user experience and introduced no-code interfaces for non-technical users", "Developed the go-to-market approach for internal game studios and external developers" ], "tags": [ "AI Product", "Product Management", "AI Commercialization", "User Experience" ], "source_ids": [ "nus_profile", "nus_mba_journey", "linkedin_public_profile", "linkedin_role_dates_2026_09" ] }, { "company": "AI Singapore", "role": "Associate Director (Strategy and Special Projects)", "location": "Singapore", "period": "Jun 2021 – Mar 2022", "current": false, "category_id": "ai_leadership_delivery", "description": "Worked on national AI readiness, advisory, and product initiatives that connected enterprise needs with practical AI choices.", "highlights": [ "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", "Connected AI Singapore programs with enterprise AI readiness needs", "Helped leaders structure practical AI use cases" ], "tags": [ "AIRI", "AI Strategy", "Product", "Go-to-Market", "Enterprise AI" ], "source_ids": [ "gitex_asia_2025", "aisingapore_airi", "aisingapore_aiap_career_transformation", "nus_profile", "linkedin_public_profile", "linkedin_role_dates_2026_09" ] }, { "company": "AI Singapore", "role": "AI engineering, consulting and standards roles", "location": "Singapore", "period": "Nov 2018 – Jun 2021", "current": false, "category_id": "ai_leadership_delivery", "description": "Progressed from AIAP apprenticeship to Senior AI Engineer, Principal AI Consultant and Assistant Head (AI Standards and Advisory), working on applied AI, enterprise advice, security guidance and open source tools.", "highlights": [ "AIAP apprenticeship: Nov 2018 – Aug 2019", "Senior AI Engineer: Aug 2019 – Feb 2020", "Principal AI Consultant: Mar 2020 – Nov 2020", "Assistant Head (AI Standards and Advisory): Nov 2020 – Jun 2021", "Helped enterprises scope and build minimum viable AI models", "Scoped the RenalTeam problem, explored data, selected features, and helped train a model with a one-week prediction window", "After seven months of work, the RenalTeam model reached performance comparable with the medical team for a one-week prediction window", "Served on Singapore’s AI Technical Committee (AITC) from 2020 to 2021, representing AI Singapore. Also contributed to TR 99:2021 as a member of the AI Security Working Group.", "Spoke at FOSSASIA 2020 on AI Singapore's open source AI Bricks" ], "tags": [ "AI Governance", "AI Standards", "AI Security", "AI Bricks", "Enterprise AI" ], "source_ids": [ "fossasia_2020", "aisingapore_fossasia_2020", "aisingapore_renalteam_2019", "aisingapore_aiap_career_transformation", "zaobao_ai_engineer_certification_2019", "linkedin_public_profile", "ies_ai_industry_4_pdf", "singapore_standards_tr99", "lim_tern_poh_owner_confirmed_aitc", "linkedin_role_dates_2026_09" ] } ], "selected_innovation": [ { "group_id": "ai_adoption", "title": "SG Weather Ops Dashboard", "role": "Project author", "period": "Public project", "summary": "Built a weather dashboard with Codex and Claude Code, covering product choices, implementation, debugging and verification. The public repository demonstrates an AI-assisted development workflow.", "tags": [ "AI-assisted development", "Codex", "Claude Code", "Public repository" ], "source_ids": [ "sg_weather_ops_dashboard_repo", "aisingapore_aixtech_certificate_2026" ], "diagram": { "title": "SG Weather: a personal build", "description": "Simplified architecture, based on the public repository. The dashboard calls an Express API, which stores locations and weather snapshots in SQLite and fetches Singapore weather data.", "client": "Dashboard · React / Vite", "api": "API · Express", "store": "Storage · SQLite / Drizzle", "provider": "Weather · data.gov.sg", "source_label": "Read the architecture and delivery case study", "source_url": "https://github.com/optiflow/sg-weather-ops-dashboard#architecture" } }, { "group_id": "ai_adoption", "title": "AI Singapore applied AI and AIRI work", "role": "Associate Director (Strategy and Special Projects) and Principal AI Consultant", "period": "2018-2022", "summary": "Worked on AI readiness, advisory, product, standards, security, and applied AI delivery at AI Singapore.", "tags": [ "Applied AI", "AIRI", "AI standards", "Enterprise AI" ], "source_ids": [ "nus_profile", "gitex_asia_2025", "aisingapore_airi", "aisingapore_aiap_career_transformation", "linkedin_public_profile", "singapore_standards_tr99" ] }, { "group_id": "ai_adoption", "title": "RenalTeam kidney hospitalisation prediction", "role": "Senior AI Engineer", "period": "2019", "summary": "Worked with teammates to scope the problem, explore the data, select features, and train a model with a one-week prediction window. After seven months, its performance was comparable with the RenalTeam medical team.", "tags": [ "Applied AI", "Healthcare", "Problem scoping", "Decision support" ], "source_ids": [ "aisingapore_renalteam_2019", "medium_kidney_hospitalisation_2019" ] }, { "group_id": "mentoring_ecosystem", "title": "Google for Startups and 500 Global mentoring", "role": "Startup Mentor", "period": "Past programs", "summary": "Mentored AI-first founders through past Google for Startups and 500 Global programs on AI strategy, product direction, and go-to-market choices.", "tags": [ "Startup mentoring", "AI strategy", "Product", "Go-to-market" ], "source_ids": [ "sginnovate_ai_business_leaders", "google_for_startups_accelerator_sea", "linkedin_public_profile", "nus_profile" ] }, { "group_id": "venture_building", "title": "Antler Singapore founder-in-residence", "role": "Founder-in-Residence", "period": "2024", "summary": "Joined Antler Singapore's startup incubator while completing the NUS-PKU MBA and worked on early-stage AI startup ideas and business validation.", "tags": [ "Antler", "Venture building", "AI startups", "Business validation" ], "source_ids": [ "nus_profile", "sginnovate_ai_business_leaders", "linkedin_public_profile" ] }, { "group_id": "venture_building", "title": "Duke-NUS MedTech innovation", "role": "Business Fellow, Health Innovator Programme", "period": "2023", "summary": "Worked in a cross-functional Duke-NUS team and co-developed a cervical cancer screening innovation with clinicians. The project led to a Singapore patent application filed in March 2024, and NUS reports that it secured S$50,000 in innovation grant funding.", "tags": [ "MedTech", "Duke-NUS", "Patent application", "Innovation grant" ], "source_ids": [ "nus_profile", "duke_nus_dhip", "dhip_patent_filing_2024" ] }, { "group_id": "venture_building", "title": "NUS GRIP Wise / WiSeCue", "role": "COO", "period": "2020", "summary": "Served as COO for Wise/WiSeCue in NUS GRIP. The venture worked on a wireless sensing platform for implant monitoring.", "tags": [ "NUS GRIP", "WiSeCue", "Healthcare sensing", "Venture building" ], "source_ids": [ "nus_grip_wise_factbook_2020" ] } ], "selected_projects": [ { "name": "Enterprise AI work at Deloitte", "type": "Enterprise AI delivery", "summary": "Led four deployment strategists supporting Claude rollout, API integration and agent workflows with client teams.", "contribution": "Led four deployment strategists and worked onsite with client teams.", "home_order": 1, "primary_source_id": "linkedin_public_profile", "primary_source_url": "https://www.linkedin.com/in/ternpohlim/", "source_ids": [ "linkedin_public_profile", "lim_tern_poh_owner_confirmed_deloitte", "linkedin_role_dates_2026_09" ] }, { "name": "Slick.AI product leadership at Yoozoo", "type": "AI product leadership", "summary": "Led a cross-functional team of 10 on Slick.AI, connecting its roadmap and user experience with business needs.", "contribution": "Led the cross-functional team and set the product roadmap.", "home_order": 2, "primary_source_id": "linkedin_public_profile", "primary_source_url": "https://www.linkedin.com/in/ternpohlim/", "source_ids": [ "linkedin_public_profile", "linkedin_role_dates_2026_09", "nus_profile", "nus_mba_journey" ] }, { "name": "AI Readiness Index (AIRI)", "type": "National AI framework", "summary": "An industry-focused framework that helps organizations assess AI maturity, capability gaps, and readiness.", "contribution": "Helped design AIRI as one of the framework's architects.", "result": "AIRI gives organizations a structured way to assess AI maturity, capability gaps, and readiness.", "home_order": 3, "primary_source_id": "aisingapore_airi", "primary_source_url": "https://aisingapore.org/ai-readiness-index-where-are-you-on-the-ai-journey/", "source_ids": [ "gitex_asia_2025", "aisingapore_airi" ] } ], "education": [ { "institution": "National University of Singapore and Peking University", "degree": "MBA degrees from NUS and Peking University (Double Degree MBA programme)", "location": "Singapore and Beijing", "period": "2022-2024", "highlights": [ "Valedictorian of the NUS MBA Class of 2024", "Mandarin Alumni Gold Medalist", "Outstanding Graduating Student Prize", "Maintained a perfect 5/5 GPA at NUS", "2022 ASEAN-China Young Leaders Scholarship recipient", "Horizon Scholarship and Sanhao Student Award at Peking University", "Guanghua MBA Student Ambassador", "Executive Committee Member, NUS MBA Tech Club and Entrepreneurship Club", "INSEAD Product Game 2023 finalist and NUS VCIC 2024 runner-up", "Instructor and moderator in the NUS MBA Tech Club’s three-part AI for Business Leaders workshop series" ], "source_ids": [ "nus_mba_journey", "nus_profile", "pku_guanghua_mba_adventure", "pku_guanghua_student_ambassadors", "acyls_2022_final_list", "linkedin_public_profile", "insead_product_games_2023", "insead_product_games_youtube", "nus_mba_ai_business_leaders_workshop" ], "summary": "NUS MBA Valedictorian, Class of 2024. 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AI Singapore Associate Director start month on 19 September 2026" ] }, { "id": "lim_tern_poh_owner_confirmed_deloitte", "category_id": "career_ai_leadership", "title": "Owner-confirmed Deloitte role and end date", "publisher": "Lim Tern Poh (owner confirmation)", "url": "https://limternpoh.github.io/about_lim_tern_poh/evidence/sources/lim_tern_poh_owner_confirmed_deloitte.md", "accessed_at": "2026-09-20", "evidence_path": "evidence/sources/lim_tern_poh_owner_confirmed_deloitte.md", "content_type": "owner_confirmation", "preservation_status": "local_evidence_summary_only", "supports": [ "Leads four deployment strategists across Japan (2), Taiwan (1) and Singapore (1) for a multinational semiconductor company", "Owner-confirmed scheduled end of the Deloitte role in September 2026", "The role remained current at the 20 September 2026 update; the date is owner-confirmed, not independently employer-verified" ] }, { "id": "lim_tern_poh_owner_confirmed_ncs_2026", "category_id": 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