I build AI products that people actually use.
Product Manager at TD Bank leading AI/ML platforms, founder of JustReva (voice AI built on LLM orchestration), and a named inventor on 15 patent-pending AI inventions. I've shipped AI as the PM, the engineer, and the founder — below, jump to whichever fits the role you're hiring for.
What are you hiring for?
I've worn three hats — product manager, AI engineer, and founder. Jump to whichever fits the role you have in mind. It's the same story underneath, so you can start anywhere.
Product Manager
If you're hiring a product manager
AI Engineer / Forward Deployed
If you're hiring an AI or forward-deployed engineer
Leadership & Founder
If you're hiring a leader — or backing a founder
Recent thinking
Things I think about: AI products, growth, voice interfaces, and building from zero.
The AI Product Manager's Survival Guide
What I've learned shipping AI products at scale and why most AI PMs get it wrong.
The Experimentation Framework That Actually Works
How I built an A/B testing platform that 10+ teams actually use and the mistakes that almost killed it.
The $5M Build vs Buy Decision: A Framework for When Vendors Fail You
How I killed a vendor contract and built an enterprise AI platform in-house and the framework I wish I had before wasting three months on evaluations.
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