✦ Product Manager · Pricing, Platforms & AI Agents

I turn infrastructure into products customers can buy.

Product manager at Adobe, where I build the pricing and metering layer for Adobe Experience Platform: the credits that let enterprises pay for what they use, now including AI agents. Before Adobe: Apple Maps (MBA internship), 91APP, Shopee and Ninja Van, across the US, Taiwan and Singapore. Berkeley Haas MBA.

Featured work

Work I'm proud of.

Adobe · Adobe Experience Platform

Growth Credit Framework

Batch, streaming and edge segmentation cost real infrastructure but had no metering, so every enterprise deal was licensed case by case. I turned a loosely defined mandate into one consumption credit across services: metering, enforcement, credit pooling, and a self-serve credit dashboard I prototyped in Figma and Claude.

  • Pricing strategy
  • Metering
  • Platform
1.3×
Revenue run rate
400+
Enterprise accounts
4 → 1
SKUs consolidated

Adobe · Real-Time CDP

Streaming Segmentation 2.0 Migration

I took over a mandatory platform migration that had stalled: customers had to approve it and rewrite their audiences first, and nobody could tell them what would break. I built a refactoring playbook and two Claude tools, one for per-customer impact reports and one for outreach through 100+ account managers.

  • Migration
  • AI tooling
  • Program turnaround
8×
Faster migration
270/310
Customers migrated
10×
Platform throughput

Adobe · CX Enterprise Coworker

AI Credits for Agents

Coworker, Adobe's AI agent platform, launched with free trial credits. I'm leading the move to paid AI credits on the same framework: usage visibility, enforcement and credit sub-pooling, so beta customers can move onto a paid plan with costs they can see.

  • AI agents
  • Monetization
  • In progress
400+
Beta customers
1
Credit for platform and AI
Free → paid
Launching soon

91APP · Taiwan

Remote Sales Module

User interviews with retail salespeople surfaced an underserved market for remote selling tools that leadership hadn't prioritized. I convinced senior leadership to build it, then launched a patented module for retail salespeople.

  • 0 → 1
  • Retail SaaS
  • Discovery
2×
Revenue run rate
100+
Brands
Patented
Module

Experience

Where I've been, what I've built.

  1. Product Manager, Real-Time CDPAug 2025 – Present

    Adobe

    Pricing, metering and credits for Adobe Experience Platform, including AI credits for CX Enterprise Coworker, plus the Streaming Segmentation 2.0 migration.

  2. Business Analyst MBA Intern, MapsMay 2024 – Aug 2024

    Apple

    GTM strategy and partner segmentation for Apple's business listing platform; won Maps leadership buy-in for the 2025 roadmap.

  3. Senior Product Manager, RetailJun 2021 – Apr 2023

    91APP

    Taiwan's first publicly traded tech unicorn. Launched a retail analytics dashboard, a customer data platform pilot, and a patented remote sales module.

  4. Software Product Manager, ChatbotDec 2020 – May 2021

    Shopee

    Reworked the chatbot's semantic rule engine for 15M users, cutting case resolution from 40 to 15 minutes.

  5. Operations Associate → Project ManagerOct 2018 – Oct 2020

    Ninja Van

    Doubled the fleet to 3,000 in-house and 12,000 third-party vehicles, scaled parcel capacity 3.5×, and launched a new procurement business unit for e-commerce.

UC Berkeley Haas School of BusinessMBA · 2025
National Taiwan UniversityBBA · 2017

Beyond the roadmap

The person behind the PM.

Community

Board member, NATEA

I hosted the US–Taiwan High Tech Forum in Silicon Valley: demo days, expert panels and career events for more than 2,000 people.

Bringing people together

A 60-person Taiwan trek

At Haas I started and led the first-ever MBA trek to Taiwan, for 60 classmates.

Off hours

Baseball and bubble tea

Baseball fan. Bubble tea enthusiast.

Get in touch

Let's talk product.

Pricing a platform, metering AI agents, or untangling a migration nobody can see the end of: I'd like to hear about it.