I build and deploy AI systems — from LLM orchestration to production.
I don't just write the spec — I build the thing. I designed JustReva's voice pipeline end to end (speech in → intent → LLM → speech out), made the build-vs-buy calls across 13+ providers, and I'm a named inventor on 15 patent-pending AI inventions at TD Bank. “Forward-deployed” just means I sit with the customer, inside the real constraints — latency, compliance, cost — and ship the thing that actually works.
Work that speaks to this
The case studies that matter most for this role. Click any card to expand.
Named inventor on 15 AI/ML inventions
At TD Bank I'm a named inventor on 15 generative-AI inventions, each filed in both the US and Canada (30 filings in total). All are published applications — patent-pending, not yet granted — and cluster into three areas.
Conversational & Call Intelligence
5 inventionsSystems that listen to a live conversation and adapt the interface in real time — surfacing call lists, scripts, and dashboards driven by what is actually being discussed.
Generative & Adaptive Interfaces
5 inventionsUsing generative AI to compose, predict, and reshape the UI itself — filling in missing data, memorializing screens, and tailoring displays to what a user already understands.
Financial Personalization & Advice
5 inventionsModels that turn a customer profile into concrete guidance — product and portfolio recommendations, goal tracking, and advice triggered by life events.
Full list on Google Patents.
Where this shows up
Co-Founder & Technical Product Lead
- 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
Product Manager, Data & AI Platforms
- 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
Data Scientist, Product & Growth
- 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
What I bring to the role
Product & Growth
AI & Technical
Need someone who can architect the AI and sit in front of the customer?
I'm exploring AI engineering and forward-deployed engineer roles. I bring product judgment and a builder's hands.