Hi, I'm Grant.
I create models, tools, and production-grade systems that help organizations navigate complex, regulated environments.
The Replacement Trap
A household appliance model showing which upgrades never repay their cost.
Storm Signal
An emergency message routing system using a 4.5 MB machine learning model with sub-100 ms latency.
Walkability Index
A walkability analysis app for neighborhood-scale comparisons.
Bantr
A mobile-first platform for creativity-driven conversation games.
Approach
I use a repeatable approach to turn ambiguous systems into structured models and working prototypes, reducing risk at each step before adding cost at the next
Map the System
I make the system explicit: actors, incentives, data flows, constraints, ownership boundaries, and failure modes. Hidden structure becomes visible.
Build the Model
I translate structure into formal models: definitions, lifecycle math, invariants, and measurable assumptions. System behavior becomes testable and falsifiable.
Create the Prototype
I use AI-augmented engineering to turn formal models into operational software. Abstractions become working artifacts, and theory becomes practice.
Work With Me
I work in complex systems where clarity, structure, and ownership are missing. I help teams define what success looks like, stabilize fragile flows, and build the models, workflows, or prototypes needed to move with confidence.
If this sounds like the work in front of you, let’s talk.