01 · Choose
Choose a worthwhile problem
Find a recurring task where better speed, quality or service would matter. Define success, examine the costs and decide whether AI is the right approach.
WHY WORK WITH ME
Turn AI potential into useful work
I bring hands-on Silicon Valley experience across product, operations, research and engineering to the practical challenges facing Canadian organizations.
WHAT I BELIEVE
Powerful AI needs capable people
I believe the biggest bottleneck for many organizations is knowing how to use AI effectively. Powerful models are already available; realizing their potential depends on people’s skills, judgment and confidence.
That’s why I care about practical training, thoughtful workflows and helping teams learn through real work. A successful deployment should leave people more capable.
AI + HUMAN JUDGMENT
See how capability becomes useful work
A simple example: helping a team respond to an incoming question. Explore each step to see where people make the difference.
ILLUSTRATIVE WORKFLOW · NOT A LIVE AI DEMO
01 / Question
Start with a real question
A team member identifies the request, the information needed and what a good answer should accomplish.
The human contribution: defining the goal and deciding whether AI is appropriate.
EXAMPLE
“Which documents do I need to submit?”
Start with the person’s actual need.Choose a step above or follow the sequence.
CURRENTLY AT COLLEGEVINE
Helping institutions launch and scale AI
I build and deploy AI agents for institutions, from their first deployment to managing 20 agents. I lead a client portfolio representing millions in annual recurring revenue.
Explore my experienceStart with the business, then build the right thing
Many organizations need help deciding where AI belongs, how to fit it into existing work and how to bring their teams with them.
02 · Test
Test it against real work
Use representative examples to evaluate quality and limitations. Consider data access, privacy and integration before expanding a pilot.
03 · Deploy
Make it useful day to day
Build the workflow, quality checks and team habits around the technology. Help employees apply it confidently and focus on more valuable work.
Four perspectives, one connected approach
I’ve worked inside teams building models, shipping products and running the operations around them. That makes it easier to connect a business goal to the technical and human details.
PRODUCT
Know what is worth building
Product work at Scale AI, launches at Woflow and client-facing deployment at CollegeVine.
OPERATIONS
Make the system work in practice
Experience building teams, expert workflows and the processes that sustain quality at scale.
RESEARCH
Evaluate the capability carefully
Core contributions to published Essential AI research and hands-on work in data and model evaluation.
ENGINEERING
Connect ideas to working systems
A computer science foundation and experience with software, data pipelines, integrations and internal tooling.
Grounded in simultaneous business and computer science degrees with distinction, digital-strategy gold and a first-place hackathon finish. Education and accomplishments
LET’S TALK ABOUT YOUR ORGANIZATION
What would you like AI to improve?
Bring a first idea, a workflow that needs attention or an existing deployment you want to take further.