• SGTech Hd of Engagement: Coordinated national digital transformation programs (Digi‑TAC, DT‑SME), collaborating with Singapore Business Federation and PwC.
• SG Assist COO: Rebuilt databases and streamlined data collection processes; now leveraging AI to develop internal workflow apps.
• AI Startup experience: Business development & partnerships at Addlly AI & DeliveRx Solutions.
• Empowering Innovation: My hands‑on experience demonstrates that you can innovate with AI—even without formal coding skills—and I’m here to guide you.
Using AI Responsibly: Limitations & Best Practices
AI Limitations
Treat AI outputs as being typically 80-90% accurate but still requiring expert review. Always fact-check critical information.
Data Privacy
Be cautious about inputting sensitive client information. Consider legal and ethical implications of data sharing - DeepSeek is banned in SK, US, TW.
Responsible Usage
Apply your professional judgment to AI outputs.
Your expertise remains essential for quality assurance.
Best Practice
View AI as a collaborative assistant rather than a replacement for expertise. There is always a better way to improve the outputs; experience matters.
Pre-Workshop Instructions
Please follow these instructions before the training.
Task & Project Checklists – Create step-by-step guides for staff training, operations, and compliance.
Comparative Price & Competitor Analysis – Spot differences in pricing, features, or supplier offerings.
Customer Feedback & Survey Analysis – Summarize reviews and feedback to improve services.
Meeting & Action Item Summaries – Turn discussions into clear, actionable next steps.
Reinforcing the learning, have fun.
Look for opportunities in your day to day activities to streamline repetitive tasks, or generative tasks - coming up with ideas for a lunch venue, for example!
Play with the tools! You're researching.
All play is associated with intense thought activity and rapid intellectual growth. The highest form of research is essentially play.
Invest in your firm's AI capabilities with our targeted training and ongoing support. The workshops equip your team with practical skills while our consulting ensures successful implementation.