Practical writing on AI for business owners.

Shadow AI Is Already Inside Your Organisation

More than 90% of employees are already using personal AI tools for work tasks. The governance risk is not the AI. It is your data leaving your systems without any controls in place.

19 June 2026

What Your AI Vendor Contract Is Probably Missing

Standard SaaS contract templates were not designed for AI. Here are the ten clauses that actually protect you — and why most organisations only discover what's missing after something goes wrong.

19 June 2026

Why Your Choice of First AI Use Case Will Make or Break the Programme

MIT research is explicit: most AI pilot failures come from poor use case selection, not model quality. Here is the six-criterion framework for choosing right the first time.

19 June 2026

Is Your Business Ready for AI? Start With These Five Questions

Before buying any AI tool, you need to know whether your business can actually use one. This diagnostic draws on the same readiness framework used in enterprise deployments, reduced to five questions any business owner can answer.

18 June 2026

Beginning Your Journey: Identifying Tasks for Quality, Traceable, Auditable AI Agents

Organisations are moving from AI pilots to operational deployment — and failing at the first step. The TRACE framework gives leaders a structured basis for evaluating which tasks are actually suitable for autonomous agent deployment.

18 June 2026

The Software AI Gold Rush Is Over. The Hardware AI Gold Rush Is Just Beginning.

The software AI market is crowded and margins are compressing. The next large commercial opportunity in AI is embedded intelligence — AI built directly into hardware, appliances, and physical infrastructure.

16 June 2026

Beyond the Prompt: The AI Loop That Is Actually Moving the Needle

Better prompts are table stakes. The real productivity gains come from structured AI loops — chained, recursive, self-improving workflows where Claude operates as an execution engine rather than a query interface.

15 June 2026

Stop Chasing AI Agents. Learn the Tools First.

Agent frameworks are engineering infrastructure — and deploying them without a validated process baseline transfers accountability to a system that carries none. The correct sequence is tool fluency before agent deployment.

14 June 2026

Use AI to Disrupt Yourself, Before It's Done to You

Disruption initiated from the outside removes agency. Disruption initiated from within is a controlled demolition — the organisation retains decision authority over sequence, scope, and pace.

9 June 2026

Local LLM vs API: When Does the Economics Actually Justify the Switch?

The case for locally hosted large language models is conditionally correct — not universally so. The break-even point is more conditional than most procurement conversations acknowledge.

8 June 2026

Why Large Enterprises Are Deploying AI at Scale but Measuring It Incorrectly

Enterprise AI programmes in Asia are accelerating. The models are running. The measurement frameworks, however, remain anchored to the wrong layer of the technology stack — and the consequence is decisions made on incomplete information.

5 June 2026

Token Optimisation Is an Engineering Discipline, Not a Prompt Trick

Organisations deploying AI at scale are accumulating token debt at pace. Without deliberate cost architecture, inference spend becomes the single largest barrier to production ROI.

4 June 2026

The End of Billing for Time: Why Outcome as a Service Is the Most Important Commercial Shift of This Decade

'Rolls-Royce has charged airlines per flying hour (not per engine) since 1962. What is new in 2026 is that the same logic can now be applied to knowledge...

2 June 2026

AI Business Transformation: Moving from Adoption to Strategic Impact

The conversation around AI in enterprise has largely been shaped by two competing anxieties: the breathless pace of adoption, and the fear of being left...

29 May 2026

9 AI Deployments Fail (And what to do about it)

AI doesn't fix a bad process. It speeds it up — which means you get bad results, faster, at scale.

28 May 2026

HR Leadership in the Age of AI: Building the Five Judgment Muscles

During InteracTech Asia 2026, HR leaders gathered to examine what it really takes to stay relevant in an AI‑driven workplace. I would like to share pivotal...

26 May 2026

9 Common Mistakes Intelligent People Make with AI (And Tips to Prevent Them)

Most professionals adopting AI aren't failing because the technology is bad. They're failing because they're making the same predictable mistakes, entirely...

25 May 2026

The AI-Augmented Citizen: Curiosity as the New Competitive Advantage

In 2026, the real barrier to AI is not access. It is the decision to begin.

25 May 2026

Why New AI Products Struggle to Stand Out

The current AI market is characterised by rapid iteration, short product lifecycles, and an overwhelming number of seemingly similar offerings. The barrier...

6 May 2026

Scaling AI Requires Capability, Not Centralisation

Organisations across both public and private sectors are accelerating investments in artificial intelligence. However, many remain constrained by a...

30 April 2026

The Human Advantage in the Age of AI

For most of my career, the unspoken rule was clear: accumulate expertise, build a deep knowledge base, and stay ahead through technical competence. The more...

18 April 2026

AI Is Not Coming for ‘Jobs’ – It Is Coming for Tasks. How Senior Leaders Can Exploit That Shift.

White-collar job displacement is accelerating across multiple vectors simultaneously. The technology sector recorded over 150,000 job cuts in 2025, largely...

17 April 2026

AI Moves in Months. Does Your Organisation?

AI now moves on a cadence measured in months, not years.

9 April 2026

From Human-in-the-Loop to AI-on-the-Loop: Redesigning Oversight Architectures

In many operational domains, AI systems can now perform oversight and checking more effectively than human reviewers, especially at scale and over long time...

8 April 2026

Stop Treating AI as an Add-On

Many SMEs are being pushed to “adopt AI” through grants, vendor pitches, and digitalisation roadmaps. They deploy a chatbot on their website, bolt an AI...

5 April 2026

How to Build Governed RAG 2.0 Systems for High‑Stakes Use Cases

Most organisations have experimented with retrieval‑augmented generation (RAG), but very few have a production‑grade RAG that can withstand regulatory...

31 March 2026

Zero to One AI Business: Pre-Planning Considerations and Success Factors

A Zero to One AI business strategy demands the creation of something genuinely new rather than the incremental improvement of an existing solution. The...

29 March 2026

The Wisdom Gap: Why Speed Alone Cannot Build AI That Lasts

By 2025, roughly 78–89% of enterprises reported using AI in at least one business function. Yet only approximately 1% of those same organisations describe...

28 March 2026

Disruptive and Destructive AI Business Strategy: A Zero-to-One Approach

In AI strategy, 'disruptive' and 'destructive' are not buzzwords.

24 March 2026

What Keeps You Awake at Night About AI?

People assume that because I run AI and smart city programmes across Asia and the Middle East, I must lie awake at night worrying about rogue superintelligence.

18 March 2026

Why Team Design Is the Bottleneck

An effective AI team is not a monolithic engineering squad. It is a multidisciplinary unit spanning strategy, engineering, data, operations, and governance.

5 March 2026

What does it take to achieve and sustain growth in AI?

The question of what it takes to achieve and sustain growth is not theoretical. It is a daily operating concern across multi‑billion‑dollar infrastructure...

2 March 2026

Critical Tasks Suitable for Agentic AI

The enterprise AI landscape has shifted decisively. Gartner projects that 40% of enterprise applications will incorporate task-specific agents by the end of...

28 February 2026

AI Fatigue: Why Verification Is Harder Than Creation – And How to Work Differently

As generative AI tools become embedded in day‑to‑day work, many professionals are reporting a subtle but persistent strain: they feel mentally exhausted...

20 February 2026

Eight Practical Types of AI Agents Emerging in Real Systems

As organisations move from single large language model (LLM) chatbots to full agentic systems, the discussion is shifting from “which model?” to “what kinds...

19 February 2026

When AI Success Threatens to Take the Credit: A Hidden Barrier to Adoption

In many organisations, AI leaders are encountering a subtle but significant form of resistance. It is not open objection to the technology, nor a lack of...

18 February 2026

The Deflation No One Priced In

We're witnessing a fundamental shift that most organisations have not yet fully grasped.

9 February 2026

After All the AI Hype: Making AI Work by Putting Users First

For eighteen months, we watched enterprise AI initiatives proliferate. Millions flowed into vendor products, consultancy engagements, proof-of-concepts, and...

28 January 2026

When Everyone Expects You To Use AI (And Have All The Answers)

Life at work is faster and more efficient after AI, but for many leaders, it is not easier. Stakeholders expect you to “use AI on everything” and deliver...

28 January 2026

Why Language Proficiency Determines Your Ability to Adapt to AI Systems

27 January 2026

Where AI Is Actually Safe to Deploy in 2026: An Industry-by-Industry Guide

The question for technology leaders, public sector executives, and infrastructure operators has shifted. It's no longer a question of whether to deploy...

26 January 2026

Moving from Fallacy to Technical Honesty

The dominant fallacy of artificial intelligence is not that it 'does not work', but that it is routinely treated as autonomous, intelligent and dependable...

25 January 2026

Bandwidth for Brains: Using Technology to Free People for Creativity and Innovation

The value of an organisation will increasingly be determined by how effectively it adopts and scales new technologies, not by whether it uses technology at...

21 January 2026

Voice AI Has Reached Its Inflection Point: Why 2026 Turns Conversation Into Critical Infrastructure

Voice AI is therefore best understood as a foundational capability in the next wave of digital infrastructure. For high-growth regions in Asia and the...

16 January 2026

Why Large Language Models Are Not the Future

Large Language Models have dominated the artificial intelligence discourse since 2022, yet accumulating evidence from technical research, enterprise...

14 January 2026

Why Your AI Demo Works Great—But Your Production System Doesn't

Your AI prototype is crushing it. Impressive outputs, smooth demos, and stakeholders are thrilled. Then you deploy it to production and... it starts falling...

12 January 2026

The Hidden Risk of Incomplete AI Answers: Why AEC Cannot Afford Half-Truths

The most dangerous moment in the deployment of artificial intelligence is not when systems fail catastrophically. It is when they deliver partial truths...

10 January 2026

AI in 2026: The Shift from Experimentation to Autonomous Execution

The era of AI experimentation is ending.

6 January 2026

Why Your AI Budget Could be Backwards

Except it's never done. And that's why 60% of AI costs come from something that rarely makes it into the budget: people.

5 January 2026

When Everyone Knows Everything: Competing When Knowledge Has No Price

Knowledge used to be power. But here's the thing—AI just changed the game entirely. As AI gets better at generating expertise instantly and practically for...

4 January 2026

Why Most AI Projects Fail (And What to Do About It)

Most AI projects don't work out. We're talking 95% of enterprise AI pilots delivering basically zero ROI. And in 2025, 42% of companies threw in the towel...

3 January 2026

AI Without Answers: Building Systems That Know When They Don’t Know

A prediction error is not merely a statistical anomaly—it is an operational liability. A recommendation engine that misclassifies a movie causes mild...

2 January 2026

Beyond the Pilot: A Risk Governance Framework for Scalable AI Deployment

We're at a critical moment in how we build technology. AI is moving from isolated innovation pilots to core infrastructure—the kind that runs cities,...

31 December 2025

When AI Reads Your Report Before the Client Does

Here's something wild: while you're busy using AI to write your reports, your client is probably using their own AI to read them—before any actual human...

30 December 2025

Vibe Coding: Pragmatic Adoption for Professional Development

I'll be honest, when I first heard about 'vibe coding' a few months ago, I was skeptical. The idea of letting AI write production code based on casual...

29 December 2025

To the Graduates of the AI Era: Your Code Is Just the Beginning

I’ve been speaking to a lot of you recently, and I can sense the anxiety. You’ve spent four years studying computer science, engineering, or data science,...

26 December 2025

Bridging the AI Capability Divide: A Practical Framework for Inclusive Organisational Adoption

Last month, I walked through our department area and noticed something that's been keeping me up at night. On one side, I saw team members using AI tools to...

24 December 2025

Context Window: Why Bigger Isn’t Always Better

Last month, our team was contemplating about upgrading to an AI model with a 1 million token context window. 'We can throw our entire knowledge base at...

24 December 2025

Why Prompt Engineering Matters

Last quarter, I watched our team burn through $8,000 in API costs because nobody bothered to write good prompts. We were getting useless outputs, running...

24 December 2025

Stop Tuning Prompts. Start Cleaning Data.

I spent three weeks fine-tuning prompts for our RAG system. Tweaking instructions, adjusting temperatures, testing different models. The results? Marginal...

23 December 2025

The Three Dimensions of AI Implementation Success

Just not too long ago, we almost killed a landmark AI project. The technology was brilliant—our data science team had built a system that could process...

22 December 2025

Navigating a World Where Thinking Is Outsourced

Three weeks ago, a colleague—someone I've worked with for 15 years—came into my office and quietly asked if I thought his job was safe. He's a senior...

5 December 2025