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Notes on making AI work in the real world
Practical thinking on AI automation, custom development and integration — written for Singapore business leaders deciding where to start.
STRATEGY · 2026.05.14
Where to start with AI automation (without wasting a quarter)
A simple framework for picking the first workflow to automate — and why the obvious choice is often wrong.
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AUTOMATION · 2026.04.28
The WhatsApp front desk: turning your busiest channel into revenue
How aesthetic clinics and service businesses use AI assistants to book more consultations, 24/7.
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DEVELOPMENT · 2026.04.09
Build vs. buy: when custom AI software is worth it
Off-the-shelf tools have limits. Here’s how to know when a bespoke platform pays for itself.
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INTEGRATION · 2026.03.22
AI integration without breaking the systems you already run
A practical look at connecting AI into your CRM, comms and finance tools — safely.
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ROI · 2026.03.05
Measuring the ROI of AI: metrics that survive the boardroom
Move past vanity metrics. The numbers that actually prove an AI system is earning its keep.
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SINGAPORE · 2026.02.18
Why Singapore's mid-market is the right size for AI automation
Big enough to feel the pain of manual work, lean enough to move fast. A local perspective.
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