
I turn AI and data into measurable business outcomes.
AI & Data Strategy Advisor · Product Manager · CPA, CA
Background
Getting an AI program off the ground is harder than it looks. The challenge is rarely the technology. It is the strategy, the governance, the data foundations, the operating model, and the organizational change to make it stick. I have built all of it, and I know how each piece connects to the others.
I lead engagements that span the full AI lifecycle, from defining the business case to designing operating models to shipping agentic AI products at scale. My work spans AI strategy, data governance, process transformation, and product incubation, depending on what the problem calls for.
I work at the intersection of strategy and execution, across government, financial services, telecom, and manufacturing. My edge is understanding where things go wrong between the strategy deck and production, and how to close that gap.
What I Do
AI Strategy & Roadmaps
End-to-end AI strategies with use case prioritization, business cases, and multi-year roadmaps that give leadership a defensible path from vision to implementation.
AI Governance & Operating Models
Full-stack governance frameworks, CoE operating models, RACI structures, committee charters, and responsible AI policies built for enterprise scale.
Business Case & ROI Modeling
Rigorous financial models quantifying the value of AI and data investments, built to withstand executive scrutiny and secure board-level sign-off.
Process Transformation & Automation
Workflow automation, intelligent triage, and enterprise upskilling programs that free teams from manual work and build internal capability.
Data Strategy & Analytics
Data strategies, governance frameworks, platform evaluations, and solution architectures that turn siloed data into a reliable organizational asset.
AI Product Incubation
Building and piloting production-grade agentic AI products for enterprise delivery, from architecture through to client pilots at major financial institutions.
My Experience
Senior Manager, AI & Data
PwC Canada · Toronto
Lead AI and data strategy engagements for Canada's largest public and private sector clients. Oversee multi-disciplinary teams across strategy, governance, analytics, and agentic AI product development.
Manager, AI & Data
PwC Canada · Toronto
Delivered AI strategy, data governance, and transformation programs across federal government, financial services, and telecommunications clients.
Senior Associate, Advisory
PwC Canada · Toronto
Led analytics and process improvement engagements with a focus on finance transformation and data-driven decision-making.
Associate, Assurance
PwC Canada · Toronto
Financial statement audits across public and private clients. Completed CPA, CA designation during this period.
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Let's Talk
Whether you're building an AI strategy, evaluating governance options, or exploring a specific engagement, I'm happy to have a conversation.