I build experiences—both digital and physical—for humans.

AI Product Manager & Product Engineer

Building and shipping AI-native products across SaaS, tools, and real-world experiences. Open to Product Developer / AI Product Manager roles in Toronto or remote across North America.

Blend of rigorous engineering and product thinking: translate fuzzy business problems into scoped bets, ship iteratively with design and engineering, and measure impact with data. Comfortable working with LLMs, AI APIs, and analytics to drive roadmap decisions.

What I do

  • • Product discovery: Talk to users, synthesize qual & quant insights, and define clear problem statements and success metrics.
  • • AI use-case design: Identify where AI meaningfully improves UX (automation, summarization, recommendations) and validate value vs. cost.
  • • Specs & execution: Write product specs, prioritize roadmaps, and work closely with engineering/design to ship to production.
  • • Data & experimentation: Define events, dashboards, and simple experiments to track adoption, accuracy, and retention.
  • • Go-to-market: Craft narratives, onboarding flows, and feedback loops for beta/alpha launches.
A-Frame
AR.js
Claude
Clerk
Cloudflare
Convex
DigitalOcean
Docker
Express.js
Framer Motion
Gemini
Google Cloud
HTML5 Logo BadgeHTML
Langchain
Next.js
Node.js
OpenAI
PostgreSQL
PostHog
Radix UI
React
Sandpack
Shadcn UI
Stripe
Supabase
Tailwind CSS
Three.js
TypeScript
Vercel

Playground

Design, tweak, and copy Shadcn components with instant previews.

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Penguin Mail

AI-powered email client that filters messages using natural language.

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ARK Experience

Location-based puzzle experience with narrative and repeatable operations.

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Bridger

AI-powered image generation tool for custom bridge designs.

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Stella 56 Diamonds

Manufacturer-direct lab-grown diamonds platform.

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Playground

Design, tweak, and copy Shadcn components with instant previews.

View details →

Penguin Mail

AI-powered email client that filters messages using natural language.

View details →

Experience relevant to AI Product roles

  • • Cross-functional collaboration: Partnered with designers and co-founders to shape ARK's game mechanics, pricing, and onboarding flows.
  • • End-to-end shipping: Took Bridger from idea → scoped MVP → pricing tiers → live production app with subscription plans.
  • • AI integration: Implemented LLM-based features (email filtering logic, image generation flows), balancing cost, latency, and UX.
  • • Analytics & iteration: Instrumented events (signups, completion, conversion) and used them to refine copy, flows, and pricing.

Skills

Product & strategy

  • • Roadmapping
  • • PRDs/specs
  • • User interviews
  • • JTBD
  • • A/B testing
  • • KPI definition

AI & data

  • • LLMs (OpenAI, Gemini)
  • • Prompt design
  • • Evaluation metrics
  • • Vector search
  • • Analytics (PostHog, GA)
  • • SQL

Engineering

  • • Next.js, TypeScript
  • • React, Node.js
  • • Supabase/Convex/PostgreSQL
  • • Cloudflare, Vercel
  • • Stripe

Collaboration & ops

  • • Working with founders/clients
  • • Running experiments
  • • Shipping on tight timelines

Currently exploring

Product Developer / AI Product Manager / Product Engineer roles at SaaS and AI-native companies in:

  • • Toronto (onsite/hybrid)
  • • Remote across Canada & US time zones

Connect on LinkedIn.