I build AI products that people actually use.
Product Manager at TD Bank leading AI/ML platforms (100K+ users, $5M+ in annual savings). Founder of JustReva, a voice AI product built on LLM orchestration. Based in Toronto, open to opportunities globally.
Recent thinking
Things I think about: AI products, growth, voice interfaces, and building from zero.
I Evaluated 8+ Voice AI Vendors and Here's What Actually Matters
A practical breakdown of what to look for when choosing voice AI infrastructure for production applications.
When AI Fails, It's Rarely Because the Model Was Wrong
Most AI products fail at the integration layer, not the model layer. Here's what that means for product managers.
Personalization Didn't Get Creepy, It Got Boring
Why most personalization engines deliver mediocre results and what it takes to build ones that actually work.
Selected case studies
Deep dives into products I've built and scaled. Click to expand.
Building a Voice AI Product from Zero
Founded and shipped a HIPAA-compliant voice AI receptionist for healthcare. Built the full stack, GTM strategy, and onboarded first paying customers.
AI-Powered Fraud Detection at Enterprise Scale
Led delivery of real-time fraud detection platform covering 100K+ employees, saving $5M+ annually.
ML Personalization for 2.5M Daily Users
Led product for ML-powered recommendations that drove 15% engagement lift and $2M+ revenue contribution.
I'm a product manager who builds AI products, not just manages them. Right now I lead data and AI platforms at TD Bank, where I own strategy and delivery for tools used by over 100K people. On the side, I founded JustReva, a voice AI receptionist for healthcare clinics, and took it from an idea to a live product with paying customers.
More about me