Work
Selected outcomes.
Sanitized summaries from my last seven years in Toronto. Detailed case studies are being prepared. In the meantime, the discovery call is the fastest path through the work — happy to walk through any of these in 30 minutes.
$7.5M
at-risk transactions flagged
LLM forecasting platform on Azure OpenAI with RAG. Surfaces hidden risk in pending transactions before they become losses. Reduced manual data-processing workload 67%.
Inument · 2024 → presentCase study available on request99.97%
production uptime, lifted from 99.5%
Real-time microservices handling 500K+ daily transactions for a Toronto enterprise software platform. 35% latency reduction. 10x traffic capacity. CI/CD release cycle from 2 weeks → 2 days (86% improvement).
Toronto enterprise role · 2018 → 2020 · NDACase study coming$50M+
revenue unlocked via bank charter
Spearheaded the AML/BSA compliance engineering program that enabled Ceridian's National Trust Bank Charter acquisition. Architected enterprise .NET Core APIs supporting 500K+ daily financial transactions.
Dayforce / Ceridian · 2020 → 2024Case study coming
Want a deeper walkthrough?
Discovery calls run 30 minutes — no pitch deck, no slides, just a focused conversation about what I've shipped and how it maps to what you're building.
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