Live productdriversched.com



DriverSchedScheduling, dispatch, tracking, and pay for delivery fleets.
Product manager · Canada · Open to relocate
From automating 85% of route assignments to building ride coordination for 500+ users, I combine product judgment with hands-on technical execution.
Discovery → decision → shipped system.
Recruiter quick read
An early-career Product Manager who has already owned real products from discovery through release.
Proof it shipped
These public products make the portfolio verifiable. Explore the live experiences, then use the case studies to see the decisions behind them.





Selected work
Three projects that show how I handle different kinds of product risk: operational adoption, human complexity, and emerging technology.
DriverSched
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.
Get2Thr!
Discovery with low-technology-literacy users shaped a dispatch experience that reduced administrative work while supporting real-time ride booking and status.
Acres AI
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.
How I think
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.
I look for where people lose time, confidence, or control. Dispatcher feedback and low-technology-literacy users have repeatedly changed what I prioritized.
I turn evidence into a decision: what belongs in the MVP, what needs a guardrail, and what should be bought, built, or delayed.
My technical background lets me work closely with engineering, navigate APIs and deployment, and stay accountable through release and measurement.
The thread
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.
At Moving Mountains Logistics, I worked on telemetry and a computer-vision manifest parser, seeing how much coordination still depended on manual intake.
Get2Thr!, Acres, and applied research expanded my scope from building components to discovery, requirements, product delivery, and live operations.
At DriverSched, I own vision, roadmap, prioritization, launch, and the analytics needed to guide iteration.
A useful next conversation
I am exploring Product Manager opportunities where technical fluency, operational empathy, and strong execution all matter.
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