Product manager · Canada · Open to relocate

I turn operational bottlenecks into products teams can actually run.

From automating 85% of route assignments to building ride coordination for 500+ users, I combine product judgment with hands-on technical execution.

85%manual route assignments automated
500+active users supported in BC
20 hrsadmin time saved each week
2mobile platforms released

Recruiter quick read

The fit—in 30 seconds.

An early-career Product Manager who has already owned real products from discovery through release.

Role sought
Product Manager
Strongest fit
B2B SaaS · AI-enabled operations · Mobile
Product range
Discovery → roadmap → launch → measurement
Location
Canada · Open to relocate

Proof it shipped

Not concept work. Products you can open.

These public products make the portfolio verifiable. Explore the live experiences, then use the case studies to see the decisions behind them.

Selected work

Evidence over adjectives.

Three projects that show how I handle different kinds of product risk: operational adoption, human complexity, and emerging technology.

01B2B SaaS · AI-assisted operations

DriverSched

Making automation useful—and trustworthy—for dispatchers.

I owned the product vision, roadmap, and MVP for a scheduling product that moved operators from manual route assignment to an AI-assisted workflow with validation gates.

85%of manual route assignments automated
02Mobile · Ride coordination · Social impact

Get2Thr!

Designing a ride system nontechnical teams can operate.

Discovery with low-technology-literacy users shaped a dispatch experience that reduced administrative work while supporting real-time ride booking and status.

500+active users · 20 admin hours saved weekly
03Client product · RAG · Construction

Acres AI

Turning a broad AI opportunity into a production tool.

With a four-person capstone team, I ran client discovery, scoped requirements, and helped ship a GPT-4 and ChromaDB bid-automation product adopted by the client.

4person team · adopted for production use

How I think

A simple operating system for ambiguous work.

I am early in my product career. My advantage is not a decade of titles; it is the habit of moving from evidence to a clear decision, then staying close enough to execution to learn what reality changed.

01Listen

Start with the workflow, not the feature request.

I look for where people lose time, confidence, or control. Dispatcher feedback and low-technology-literacy users have repeatedly changed what I prioritized.

02Decide

Make the trade-off visible.

I turn evidence into a decision: what belongs in the MVP, what needs a guardrail, and what should be bought, built, or delayed.

03Ship

Own the distance between a roadmap and reality.

My technical background lets me work closely with engineering, navigate APIs and deployment, and stay accountable through release and measurement.

The thread

Engineering gave me range. Operations gave me a product point of view.

I learned product work by staying close to the people doing the work—and by being able to help turn their constraints into something shippable.

2024

Found the operational problem

At Moving Mountains Logistics, I worked on telemetry and a computer-vision manifest parser, seeing how much coordination still depended on manual intake.

2025

Moved closer to users and decisions

Get2Thr!, Acres, and applied research expanded my scope from building components to discovery, requirements, product delivery, and live operations.

2026

Owned the product loop

At DriverSched, I own vision, roadmap, prioritization, launch, and the analytics needed to guide iteration.

A useful next conversation

Looking for a PM who can move from interview notes to a shipped system?

I am exploring Product Manager opportunities where technical fluency, operational empathy, and strong execution all matter.

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