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Work

Product work, from discovery to shipped outcomes.

Each case study follows the same shape: the problem, my role, how I worked, what changed, and what I learned.

48%

of enterprise customers had zero sessions, which was invisible before this work

Infoblox

Making product adoption visible

Built the first adoption analytics system for an enterprise product, found that many enterprise customers weren’t using it, and prototyped AI agents that cut PM busywork.

  • Product analytics
  • Instrumentation
  • AI prototyping

Product Space × Woodstock’s Pizza

Bringing students back to Woodstock’s

Led a student consulting team that found why UC Davis students weren’t seeing a local pizza chain’s deals, then launched a campus GTM plan that drove revenue.

  • User research
  • GTM
  • Client work

$1.08M

projected Year 3 revenue, 123% ROI at 25 customers

Array Networks

Sizing a Zero-Trust market entry

Built the market case, roadmap, and pricing model for a network security company entering Zero-Trust Network Access across Asia.

  • Strategy
  • Pricing
  • PRDs / MRDs

Competitions

Product competitions

certif.ai

Product Lead · UC Davis ProdCon · Feb 2026

1st of 42 teams

An AI post-graduation planner. I led a 4-person PM team through a 2-day sprint, synthesized 20+ interviews, grounded recommendations in UC Davis OASIS and verified alumni data, and built a campus GTM strategy.

certif.ai title slide with the product landing page on a laptop
certif.ai: AI post-graduation planner
User research findings about UC Davis students switching majors
Research findings
certif.ai suggested career pathways screen
Suggested pathways screen
certif.ai go-to-market strategy across three phases
Campus GTM strategy

IntelliHaul

Product Strategy & Financial Modeling · KPMG Case Competition · Mar 2026

4th of 100+ participants

An AI-assisted freight relay platform shaped by interviews with 10 drivers and 2 dispatchers. I built a $2.7M, 3-year business case projecting $6.98M Year 3 revenue and 97% investor ROI.

IntelliHaul solution overview: AI route optimization, relay handoffs, HOS forecasting
Solution overview
IntelliHaul dispatcher view mockup with a route map
Dispatcher view mockup
Projected investor ROI of about 97% in Year 3
Projected ROI