All three tracks
Track 01 · Product Management
I ship AI products that move the metrics that matter.
I turn fuzzy problems into shipped product. I've owned the roadmap for platforms used by 2.5M+ people a day, built the experimentation playbook a bank now runs on, and tied model work straight to engagement and revenue. I lead with discovery, decide with data, and get the room aligned before anyone writes a line of code.
2.5M+
daily active users served
+15%
engagement lift · $2M+ revenue
30+
experiments shipped in year one
Proof
Work that speaks to this
The case studies that matter most for this role. Click any card to expand.
Experience
Where this shows up
Dec 2025 — Present
JustReva
Co-Founder & Technical Product Lead
Voice AI for healthcare · LLM orchestration · HIPAA-compliant · Live product
- Co-founded and shipped a production conversational AI product from scratch. Defined strategy, designed the LLM orchestration architecture (ASR, TTS, intent routing), and drove it to launch with a small founding team
- Built the full discovery-to-trial journey: live voice demo, tiered SaaS pricing ($499/mo), and enterprise pilot program
- Evaluated and integrated third-party AI providers across cost, latency, and compliance constraints. Making build-vs-buy decisions at every layer
- Own end-to-end GTM: positioning, competitive differentiation, pricing strategy, and conversion optimization for a new product category with no established playbook
May 2025 — Present
TD Bank
Product Manager, Data & AI Platforms
Enterprise AI/ML · 100K+ users · Fraud detection · Vendor integrations
- Own product vision, strategy, and roadmap for enterprise AI platforms supporting 100K+ users across multiple business lines
- Led delivery of an AI-powered fraud detection platform providing real-time coverage across 100K+ employees, saving $5M+ annually
- Drove vendor evaluation and third-party integration for AI/ML capabilities. Assessing build-vs-buy tradeoffs against scalability, performance, and compliance
- Led cross-functional workshops with 12+ senior stakeholders across 5 product areas to align priorities and co-create solutions
Jun 2022 — May 2025
TD Bank
Product Manager, Personalization & Engagement Platforms
ML personalization · Experimentation · Growth · Innovation pipeline
- Led ML-powered personalization platforms serving 2.5M+ daily active users, driving acquisition and engagement through data-driven recommendations
- Delivered 15% increase in platform engagement (~300K additional daily interactions) and improved cross-sell conversion contributing $2M+ in annual revenue
- Designed and scaled experimentation frameworks: A/B testing cadences, funnel optimization strategies, and evaluation metrics that became org-wide standards
- Led 0-to-1 innovation pipeline: competitive analysis, pitch decks, VP-level presentations. Secured budget for new AI-driven initiatives with no established playbook
Jul 2021 — May 2022
Summatti
Data Scientist, Product & Growth
Early-stage B2B SaaS · ML recommendations · Growth experimentation
- Built and productionized ML recommendation systems powering user engagement and product discovery across multiple surfaces in a B2B SaaS product
- Operated as hybrid PM/data scientist in a resource-constrained startup. Tying model improvements directly to activation and retention
Toolkit
What I bring to the role
Product & Growth
Product StrategyRoadmapping & OKRsFunnel OptimizationA/B TestingGrowth KPIsPLGGo-to-MarketPricing StrategyCompetitive Analysis
Leadership & Methods
Cross-Functional LeadershipStakeholder Management0-to-1 Product DiscoveryPartnership StrategyInnovation PipelineVendor Evaluation
Hiring for something else?
Same person, different lens
Get in touch
Looking for a PM who has built the AI, not just written the ticket?
I'm exploring senior and lead PM roles on AI/ML products. Based in Toronto, open across Canada and the US.