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. Here's How I Would Decide What to Build vs Buy.
A practical breakdown of what to look for when choosing voice AI infrastructure for production applications.
You Think You're Shipping a Product? You're Actually Operating a Platform.
The hard part isn't building the thing. It's noticing when it becomes the place where other work starts living.
Personalization Didn't Get Creepy. It Lost Its Boundaries.
Why AI-powered personalization fails quietly and why that failure is a product decision, not a technical one.
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