From Gene Therapy to AI-First Leadership
How my journey from analyzing DNA mutations to building AI-powered platforms taught me systems thinking applies everywhere.
I turn ambiguous transformation programs into structured, AI-enabled platforms โ in complex, regulated environments where clarity, trust, and delivery credibility matter most.



Trusted by Leading Organizations









10+ years delivering AI-first platforms across GovTech, Enterprise, and Fortune 500
Ontario Government - Ministry of Public and Business Service Delivery
Toronto, ON
TheoremOne
Toronto, ON
TELUS Digital
Toronto, ON
Grainger Inc.
Chicago, IL
Trained in scientific and regulated environments where decisions must be evidence-based, auditable, and repeatable โ a foundation that now informs my approach to AI-enabled platforms and transformation programs.
Whether it's GovTech modernization, Fortune 500 transformation, or AI-powered platform delivery โ I create clarity where there is chaos, structure where there is ambiguity, and trust where there is uncertainty.
AI embedded across the entire lifecycle: from discovery and synthesis, through prioritization and scenario analysis, to delivery measurement and continuous learning. This is AI as a force multiplier, not a feature.
Ontario Government
Built computer vision and ML solution to extract structured data from paper applications, revolutionizing vital events registration for millions of Ontarians.
FirstAmerican (via TheoremOne)
Led 15-member global team to build DMS with Generative AI capabilities, enabling $5.6B in annual title insurance products.
Grainger
Implemented NLP-powered search optimization for 1.5M products, using intent-based ranking and product boosting algorithms.
Decisions in complex systems must be testable, measurable, and auditable. My scientific training shaped this non-negotiable standard.
AI accelerates synthesis and reduces friction โ but judgment, accountability, and consequences remain human.
In ambiguous programs, visibility creates trust. Trust creates momentum. Momentum creates outcomes.
Scientific rigor from Northwestern biotech research + AI/ML expertise + Strategic thinking from Ivey MBA
Strategy & Technology Management
Ivey Business School
Western University, Canada
AI & Knowledge Systems
Knowledge Systems Institute
Chicago, IL
Computational Biology
Northwestern University
McCormick School of Engineering
Engineering Foundation
Manipal University
India
Systems thinking, complex programs, and lessons from the intersection of science and product
How my journey from analyzing DNA mutations to building AI-powered platforms taught me systems thinking applies everywhere.
Applying Team Topologies principles to reduce dependencies and accelerate delivery in a 50-person government platform team.
Why martial arts, music theory, and calligraphy make me a better product leader than any PM framework ever could.