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Building products people need and love to use.

Token Economist

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Estimate an AI feature’s cost before you build it.

Why I built it — Token Economist

I wanted AI cost to be a product decision at spec time, before implementation locks in assumptions.

Offline, repeatable estimates show per-request and monthly cost ranges. Quality needs real evidence, so the app exports a check pack for your own AI tool, then scores the replies locally and carries the assumptions into a shareable cost card.

Find APIs and MCP servers that fit your product idea.

Why I built it — APIFit

I built the discovery tool I wanted as a PM: a way to turn an idea into an integration shortlist without getting lost in documentation.

AI-assisted matching explains each fit in plain English and turns the shortlist into a build brief. Sources and open questions stay visible, so the decision comes with evidence, not just a confident answer.

May – Dec 2026

Technical Product Manager, Intern

Allocate Space · Singapore

Wrote what an AI product should do, then built the checks that say whether it did.

Aug 2025 –

Vice-President

SMU Product Club

Planned and ran the club’s programme for the year, with a committee of student volunteers.

2022 – 2024

Fire and Rescue Officer, Lieutenant

Singapore Civil Defence Force

Ran a fire and rescue team through callouts, drills and standby rotations.

Singapore Management University

BSc Information Systems. Specialisation in Product Development and FinTech.

2024 – 2028

St Joseph’s Institution

International Baccalaureate Diploma.

2016 – 2021
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