About
Toronto-based. 13 years in financial technology and human capital management, now in AI and LLM platforms. Currently AI Engineering Lead at Inument.
I shipped enterprise software in Toronto for seven years before AI became the headline. Payroll, real-time pricing, bank-grade compliance. It all ran at production scale, which is where the hard parts actually live.
Now I lead AI engineering at Inument: a six-engineer team, an LLM-powered analytics platform on Azure OpenAI, and a Responsible AI governance framework holding it up.
I recently finished a Master of Technology Management at Memorial University of Newfoundland, covering strategy, management, and entrepreneurship. That's the lens I bring to every engagement now.
Career
2024 → present
AI Engineering Lead
Remote · Toronto-aligned
$7.5M flagged via LLM forecasting. $155M+ GMV platform. AI team scaled and held at 92% on-time delivery.
2020 → 2024
Senior Software Developer / Technical Lead
Toronto, Canada
Led the AML/BSA compliance program that enabled the National Trust Bank Charter, unlocking a $50M+ revenue opportunity.
2018 → 2020
Lead Software Engineer / Technical Lead
Toronto · employer name under NDA
Real-time microservices for 500K+ daily transactions. Uptime 99.5% → 99.97%. 35% latency cut, 10x capacity, 86% release-cycle compression.
2013 → 2018
Senior engineer · Tech lead
Financial services & healthcare software
HIPAA + FDA-compliant clinical-trial systems on AWS. Government MIS for Swiss public-sector clients.
01
I map the whole system before writing a line: data flow, cost ceiling, failure modes, regulatory constraints. The Azure Solutions Architect Expert and AWS SAP work behind those credentials shows up as architecture decisions you can defend in an audit.
02
Most AI projects fail at handoff, not at MVP. So I scale teams while building. Most recently that meant 3 to 6 engineers in four months at Inument, holding 92% on-time delivery and 92% retention. PMP, CSM, CSPO, and A-CSD mean I run the delivery, not just the code.
03
Every system I've shipped has hit production: $155M GMV, 99.97% uptime, 500K daily transactions. That means eval gates, latency budgets, audit logs, and a Responsible AI framework whenever a model is in the loop.
A master's degree, three architect-level certifications, and four delivery credentials, plus seven more courses in data, leadership, and product.
Degree
Memorial University of Newfoundland · 2024 → 2026 · Completed
Focus: Strategy, management, and entrepreneurship
Cloud architect
AZ-305
Azure Solutions Architect Expert
Microsoft
SAP-C02
AWS Certified Solutions Architect Professional
Amazon Web Services
AI-102
Azure AI Engineer Associate
Microsoft
Delivery & leadership
PMP
Project Management Professional
PMI
CSM
Certified Scrum Master
Scrum Alliance
CSPO
Certified Scrum Product Owner
Scrum Alliance
A-CSD
Advanced Certified Scrum Developer
Scrum Alliance
Data & analytics
Google Advanced Data Analytics Certification
Continuing education
Master of Technology Management
Memorial University of Newfoundland · 2024 → 2026 · Completed
Bachelor of Computer Science & Engineering, Honors Distinction
2008 → 2012
Need a senior AI and cloud architect, or a fractional engineering lead?
Send me your roadmap →