About Me

I started my journey in tech supporting digital banking platforms, where I discovered my passion for building products that impact millions. That early experience shaped my approach: always start with the user, always think at scale.

Over the years I've led product strategy across some of Canada's largest institutions — RBC, TD Bank, Bell Canada, and ATB Financial. I've worn many hats — Product Manager, Product Owner, Product Analyst — but the thread that connects everything is a relentless focus on delivering measurable outcomes through AI-powered, user-centric products.

At RBC, I'm leading the development of an AI-native document intelligence platform that has reduced underwriting time by 60% and secured $1M in funding. At TD, I drove ISO 20022 payments modernisation and built AI-powered decisioning tools serving 1M+ customers. At Bell, I led the migration of 3M+ customer accounts to a cloud-native billing platform with zero downtime.

I'm deeply passionate about the intersection of AI, product strategy, and growth. Whether it's building GenAI risk intelligence tools, optimising onboarding funnels, or designing A/B testing frameworks — I bring a growth mindset focused on data-driven decisions and scalable impact.

I hold post-graduate certifications in Business Analytics and Global Business Management, and am a SAFe Agilist and Certified Scrum Product Owner. I'm currently pursuing my CBAP certification.

Experience

Product Manager — Gen AI Workflow Platform

RBC Bank · Toronto, ON

Mar 2025 – Present

Leading end-to-end development of an AI-native document intelligence platform that transforms risk workflows, automates compliance checks, and accelerates policy underwriting by 60%.

  • Secured $1M funding for strategic digital automation initiatives
  • Reduced manual review time by 60% with ML-driven policy automation
  • Spearheaded onboarding funnel A/B tests cutting drop-off by 15%
  • Achieved 40% increase in monthly active users for AI features
  • Mentored 3 junior analysts and 5 cross-functional squads
AI/MLRisk PlatformsProduct StrategyLLM Integration

Product Owner — Transaction & Compliance Platform

TD Bank · Toronto, ON

Oct 2022 – Sep 2024

Drove adoption of AI-powered decisioning tools by unifying data science, UX, and compliance inputs into a launch-ready risk platform serving 1M+ customers.

  • Owned end-to-end product lifecycle for ISO 20022 payments modernisation
  • Improved fraud detection accuracy by 15% while maintaining <500ms latency
  • Increased approval rates by 22% through credit risk uplift
  • Led 15+ A/B experiments improving B2B engagement by 18%
  • Accelerated third-party integrations by 40% with standardised API docs
PaymentsISO 20022Credit RiskA/B Testing

Senior Product Analyst — Platform Modernization

Bell Canada · Toronto, ON

Oct 2021 – Sep 2022

Led the transformation of legacy billing for 3M+ customer accounts into a modern cloud-based platform, achieving 99.8% billing accuracy and reducing manual adjustments by 70%.

  • Achieved 99.9% uptime supporting 2x concurrent user load
  • Reduced integration time by 40% and support tickets by 25%
  • Delivered 3 pilot-ready features within 2 months via design sprints
  • Improved NPS by 14% with self-service billing feature
Cloud MigrationTelecomMicroservicesCRM

Product Analyst — Data & Insights

ATB Financial · Calgary, AB

May 2021 – Oct 2021

Delivered real-time marketing insights dashboards used by product teams to personalise campaigns, leading to a 12% increase in CTR.

  • Built centralised data lake enabling self-serve analytics for 5 teams
  • Improved signup conversion by 8% through funnel redesign
  • Built SQL & Python pipelines to monitor ML accuracy and drift
Data AnalyticsPythonSQLLooker

Skills & Tools

Product & Strategy

Product RoadmappingEnd-to-End Product LifecycleGo-to-Market StrategyPRDs & DocumentationStakeholder AlignmentOKRs & KPI FrameworksCross-Functional LeadershipBusiness Case DevelopmentAPI & Platform StrategyProduct Discovery

AI/ML & Data

AI/ML ProductisationGenerative AI & LLM IntegrationPredictive AnalyticsNLP & Classification ModelsAI Fairness & ExplainabilityMLOps & Model EvaluationPythonSQLSnowflakeData Warehousing & ETL

Growth & UX

A/B Testing & ExperimentationFunnel Optimisation (AARRR)Growth Strategy & LoopsUser Journey MappingUI/UX Research & DesignFigma & WireframingRetention & EngagementDesign SprintsUser Interviews & Usability Testing

Tools & Platforms

Jira & ConfluenceTableau & Power BIAzure & AWSREST APIs & PostmanAmplitude & MixpanelAgile / SAFe / ScrumOptimizely & SegmentPayments (ISO 20022 / SWIFT / ACH)

Interested in working together?