Taking an e-commerce marketplace into Canada.
New market, unfinished operating model. My role was to shape the first release with Product and Engineering, surface cross-team dependencies, and turn unclear service needs into executable work.
Complex, cross-functional work becomes executable when the real problem is clear, decisions have owners, and the people doing the work are aligned.
A software builder turned product and technology leader, focused on bringing customer needs, technical reality, and business choices into the same room—and giving teams a path they can own.
Across commerce, insurance, education, and enterprise change, my work is the same: make the hard thing clear enough to deliver.
Different industries. The same challenge: make the next move clear.
New market, unfinished operating model. My role was to shape the first release with Product and Engineering, surface cross-team dependencies, and turn unclear service needs into executable work.
Acquisition · A completed transition moved an acquired business from seller-provided services to the acquiring company’s environment. Work spanned infrastructure, applications and data, identity, engineering operations, customer care, and business systems; my role was to align owners and drive platform and cutover decisions that balanced speed, security, and continuity.
Insurance · A phased launch connected product, engineering, an external insurer, and customer support around the quote-to-policy journey.
Education · Product and technical leadership shaped a learning platform for teachers and high-school students.
Organizations


Across the quarter and year, I help Product and Business align strategy with capacity, cost, and skills. That direction makes the next six weeks executable: clear outcomes, priorities, owners, timing, and a fast path through blockers.
The framework I built was adopted by the team, giving Product and Design time to prepare before Engineering’s sprints.
Each deliverable has a clear owner who drives it with engineering peers and business and product partners.
Tech leads validate architecture with Staff and Principal engineers; everyday implementation choices stay with the team.
Product check-ins and engineering sprint planning surface blockers, shifting priorities, dependencies, risks, and open decisions while there’s time to respond.
The team resolves what it owns. For cross-functional blockers and decisions beyond its authority, I work with Technology and Business leaders to clear the path.
Start with a human problem. Choose the AI that can actually help.
LLM extraction, RAG, cited sources, and deterministic financial calculations.
Speech recognition, speaker diarization, translation, and synthetic speech—with human correction.
LLM agents, tool use, CrewAI orchestration, isolated Docker runs, and human review.
Six ideas I carry from the page into work and life.

Make the useful thing repeatable.

Consistency compounds.

Name the challenge. Focus the response.

Understand what matters to others.

Care makes room for growth.

Look for what others miss.
Covers via Open Library