AI · Marketplace
Case 01
Launched and scaled an AI-powered wedding marketplace
I used generative AI features to drive engagement and buzz, while measuring success by bookings, not attention.
30K+MAU
6 monthsto break-even
I build products
people love
from 0→1 GenAI startups to 5M‑user superapps
9+ years across Grab, Dell, Vault Platform, and a company I co‑founded. I make ideas tangible fast, judge them on evidence, and ship the ones that move the business.
Lead Product ManagerGenAI builderEx-GrabEx-DellCo-founderPatent authorOpen to PM roles
I'm a Product Manager a GenAI Builder, a Co‑founder a Patent Author & someone who'd rather show you a prototype than a slide deck.
5Mmonthly transacting users at Grab
30K+MAU in 6 months at Weddi
100%enterprise revenue increase at Vault
6 in 9proofs of concept in 9 months at Dell
Before you scroll any further
Want to see how I think about product in the age of AI?
Read my approachDifferent contexts. One product mindset.
Consumer · Scale
Case 02
Drove profitability through power-user experiences
I owned the experience for the highest-value users (social sellers and corporate clients) across web and app.
5MMTU
+500Kmonthly orders
B2B · Enterprise
Case 03
Doubling enterprise revenue in ethics & compliance
I prioritized the enterprise roadmap, including an AI-powered hotline, and refined pricing and GTM to focus on enterprise sales.
100%revenue increase
Enterprise · Prototyping
Case 04
Turning emerging tech into real-world impact
I led a 33-person team that built six proofs of concept in nine months, then decided which ones had earned a path to production.
$75Mrevenue impact
1patent granted
Medtech · Clinical
Case 05
Taking VR surgical training from zero to funded
I took a gamified VR training tool from concept to alpha in under six months, then validated it with surgeons and hospitals.
$1MSGD seed
$500KNUH project
Entrepreneurship · Hospitality · Operations
Case 06
Building a business, getting my hands dirty
I built and operate six vacation rentals, working closely with architects and construction teams to bring spaces to life, then rolling up my sleeves to keep the business running.
6properties
3 yearsSuperhost
Product in the age of AI
Prototype more. Judge better.
AI has made building cheap. What sets great PMs apart now is how fast they make ideas real, and how carefully they decide what's actually good. Here's what that looks like in my work.
From writing specs
To shipping prototypes
I make ideas tangible before debating them. A working prototype answers questions in a day that a document takes weeks to settle.
Proof nPlasty's alpha went from zero to SGD $1M seed in under 6 months. At Dell, we built 6 proofs of concept in 9 months.
From acceptance criteria
To evals
For AI features, "done" means quality measured against real cases, including the edge cases where failure is costly. I define what good looks like with experts before we scale.
Proof At Vault, I planned how to adopt ML and manage its risks with the heads of Data Science and Security. At nPlasty, a $500K clinical study with NUH measured whether surgical performance actually improved.
From output
To judgement
When almost anything can be built, choosing what's worth building is the job. I pick metrics that reflect real value and say no to work that only looks good.
Proof I made bookings, not followers, Weddi's north-star metric. At Grab, I focused on power-user segments, which led to profitability.
From features
To trust
AI products succeed when users trust them with real stakes. That means designing for privacy, human oversight, and clear failure modes from day one.
Proof I shipped a privacy feature in Dell Latitude with $75M revenue impact, and an AI-powered hotline in ethics and compliance.
My build loop
- FrameA hypothesis and one metric that matters
- PrototypeSomething real in days, not quarters
- EvaluateReal users, real cases, explicit quality bars
- ShipCut scope, not quality
- LearnTurn usage into the next hypothesis
Toolkit
Cursor
Claude & ChatGPT
Figma
v0 / Lovable
Eval sets & rubrics
SQL & dashboards
Where I've built
- 2023 – 2025
Lead Product Manager / Co-founder
Weddi · Singapore
- 2022 – 2023
Lead Product Manager
Vault Platform · UK (remote)
- 2021 – 2022
Senior Product Manager
Grab · Singapore
- 2020 – 2021
Technical Program Manager
Dell Technologies · Singapore
- 2017 – 2019
Product Manager
nPlasty · Singapore
- 2016
Innovation & Development Associate
SenseGraphics AB · Sweden
MBA
Quantic School of Business and Technology
B.Eng, Dean's List
National University of Singapore · Design-Centric Programme · NUS Overseas Colleges
Languages
English · French · Vietnamese
Let's build something together