Enterprise AI Strategist

Most AI pilots never make it to production. I build the ones that do.

20%+ documented efficiency gains, governance that survives an audit, systems built to run for years, for national infrastructure operators and growing mid-market enterprises alike.

25Years Digital & AI Transformation
6,000+Engineers on one governed AI platform
Asia + Middle EastRegions of Deployment
20%+Task time reduction on that platform

Engagements & Recognition  ·  Press page →

MeinhardtNEOMAI for Developing Countries ForumIMDASingaporeGoogleCDO VISIONSingaporeINTERACTECHAsiaST LogisticsFortinetERIA (Economic Research Institute for ASEAN and East Asia)
IMDA GenAI Sandbox Evaluation PanelNUS National GRIP Commercial Consultant MentorUN ESCAP Forum Moderator
What I Offer

Ways to work together.

A professional marking a printed five-point readiness scorecardFree

AI Readiness Self-Assessment

The same five-dimension framework used in every programme below, as a free diagnostic you run yourself. Takes under an hour and gives you a partial scorecard before you talk to me.

  • Five-dimension diagnostic framework
  • Under an hour, self-serve
  • Free, instant scorecard
For anyone assessing AI readinessStart →
A facilitator addressing a group of executives around a boardroom tableOn enquiry

AI Governance & ROI Executive Programme

A half-day diagnostic adapted from national infrastructure capability-assessment methodology, combined with agentic AI governance and Return on Employee measurement. You leave with a scored readiness baseline, a governance checklist, and a twelve-week roadmap.

  • Half-day, in-person or virtual
  • Capped at 30 participants
  • Baseline, governance checklist & 12-week roadmap
For executives & management leadership teamsEnquire →
A small group placing sticky notes on a paper roadmap during a workshopOn enquiry

AI Masterclass for Entrepreneurs & Mid-Market Leaders

The deeper two-day programme for business owners ready to rebuild for AI, with a 90-day execution roadmap.

  • Two full days, in-person
  • Max 12 participants
  • AI-augmented canvas + 90-day roadmap
For entrepreneurs & mid-market leadersEnquire →
Two professionals in a one-on-one advisory conversationOn enquiry

Strategic AI Advisory

Private advisory for your first AI deployment: governance frameworks, vendor evaluation, measurement design. I work directly with you.

  • 1:1, built around your situation
  • Vendor & tool evaluation included
  • No group context, no generic framework
For organisations planning first AI deploymentsEnquire →
A professional taking a call, with a wall calendar marking a recurring date behind himOn enquiry

Ongoing AI Advisory

A recurring monthly arrangement for leaders whose AI programme keeps generating new decisions.

  • Monthly session cadence
  • Minimum one-quarter commitment
  • Priority scheduling for urgent calls
For programmes past the first decisionEnquire →
A speaker laughing warmly while addressing an audience on stageBy engagement

Keynotes & Thought Leadership

On AI governance, agentic systems, and measurable ROI. Delivered at CDO Vision Singapore, InteracTech Asia, AIFOD.

  • CDO Vision, InteracTech Asia, AIFOD · UN ESCAP
  • CDO Vision Award 2026 recipient
  • Governance for agentic AI at scale
For conferences & corporate eventsEnquire →
A professional marking a printed five-point readiness scorecardBy engagement

Government and public-sector programmes

Governed AI programmes for agencies and public infrastructure operators, from readiness assessment and governance design through to deployment that stands up to audit and public scrutiny. Built on my work across national smart-city and critical infrastructure programmes.

  • Readiness, governance design & deployment
  • Accountability and audit trails built in
  • Experience across national infrastructure programmes
For agencies and public infrastructure operatorsLearn more →
The Methodology

A diagnostic-first approach to AI deployment.

Before you purchase any tool, I run a half-day diagnostic across five operational dimensions to find where AI will return value, where it creates risk, and what order to tackle it in.

Take the free self-assessment →

AI Readiness Diagnostic: Five Core Dimensions

1. Data ReadinessDimension 1

Do you have clean, accessible data about your operational processes and decisions?

2. Process DefinitionDimension 2

Are your target tasks documented, consistent, and well-bounded?

3. Governance StructureDimension 3

Who approves AI decisions? Who checks the outputs? What happens when it is wrong?

4. Team CapabilityDimension 4

Can your team operate, review, and correct AI outputs without specialist support?

5. Measurement FrameworkDimension 5

Do you know what business change you will measure, and how?

Under the Hood

This is what retrieval looks like inside an agentic system.

Every agent I build reasons over a structure like this one: entities connected by weighted relationships, reorganising as new context arrives. Most AI governance conversations skip this layer entirely and go straight to the prompt.

A knowledge graph reasoning over relationships in real time.

New to AI

Never touched AI before? Start with this guide.

Six questions, answered in order: who needs to be in the room, what you're building, where to start, why it's worth doing now, when to move from pilot to scale, and how the first ninety days should run. Built for someone starting from zero, backed by data from Gartner, McKinsey, and Deloitte.

Read the Beginner's Guide →
Perspectives

Recent thinking.

View all articles →
Governance & Risk12 Sept 2026

19 min read · ▶ Audio

Nobody Has Proven We Can Control a Smarter-Than-Human AI

A viral podcast argues artificial superintelligence will kill us all. The actual research behind that claim is narrower and more useful: no one has proven a smarter-than-human system can be controlled, and almost no one outside a handful of labs and governments has a say in whether we build one anyway.

Read article →

Mentors & Collaborators

Khoo Kheng-Hor
Khoo Kheng-Hor Author & Strategic Consultant, Sun Tzu’s Art of War

Mentored me in strategic thinking. His Sun Tzu approach to strategy still shapes how I structure AI transformations today.

Website
Iram Tanvir
Iram Tanvir AI Strategy for Governments, Professor · HBR Advisory Council

Co-authoring AI at Scale: From Pilot to Production together.

LinkedIn
Ian Loe
Ian Loe Technology Governance & Cybersecurity Leader

A peer I trade AI governance thinking with, and a mentor whose perspective has shaped how I approach technology governance.

Website
Dr. Kevin Shepherdson
Dr. Kevin Shepherdson Founder & Group CEO, Straits Interactive

A friend and mentor in AI and data governance, whose thinking has sharpened how I approach compliance-first AI deployment.

LinkedIn
Bhavya Kukrety
Bhavya Kukrety Managing Director APAC, WATG

Gave me the opportunity to serve and excel in the modern built environment.

LinkedIn
LTC Michael Ong
In MemoriamThe Late LTC Michael Ong Lieutenant Colonel, Singapore Armed Forces

Taught me to put people first in everything we do.

Terence Kok
A Note to Readers

I want to set out plainly why this site exists and what I am trying to do here.

We are living through something the human record has no precedent for. Systems are being built from the accumulated written knowledge of our species, and we are now working next to them. Whether that constitutes a new kind of entity or simply a very capable tool is a question I am not qualified to settle, and I notice that people I respect disagree about it. What I am certain of is that the relationship does not run in one direction only. In learning to build better tools, we are being asked to change as well.

Some of that change is already visible. Work is being reorganised, and some of it is disappearing. The energy and water demands of large-scale compute are real and are being paid for somewhere. Less visible, and to me more interesting, is what is happening to how we think. When a system will produce a plausible answer on request, the habit of sitting with a problem long enough to understand it becomes optional. I do not know whether our cognitive capability is being extended or eroded. My suspicion is that it depends on how each of us chooses to use these systems, and that most of us have not yet made that choice deliberately.

I am not neutral about where this goes. I believe organisations can adopt this technology safely and ethically, and be better for having done so. That belief is a commitment rather than a prediction. It requires keeping people at the centre of the decisions, particularly the decisions that become easier to make when nobody has to look at the consequences.

There is a line from Sun Tzu that has been quoted often enough to have lost some of its edge: “If you know the enemy and know yourself, you need not fear the result of a hundred battles.” I would keep the second half of it. The technology is not the enemy. The thing worth knowing is ourselves: our incentives, our blind spots, and how readily we hand over judgement when something makes it convenient to do so.

So the purpose of this site is straightforward. I go and find things out, I test them, and I write down what happened, including the parts that did not work. If that saves you the same detour, it has done its job.

I would also like to hear from you. If you have run into something instructive, whether it succeeded or failed, send it to me. Where I use what you send, I will attribute it to you by name and represent your account as you gave it to me. What I am after is a shared record rather than a broadcast, and that only works if it is built from more than one person's experience.

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