Product Manager · AI Products
I build AI products that matter.
Shipped two AI-native products owning the full 0→1 lifecycle from strategy to launch. 10+ years spanning Product, Full-Stack Engineering, and Business Partnership across B2B/B2C SaaS. Uniquely positioned at the intersection of technical depth and customer empathy — obsessing over user pain to scope what truly matters. Operates with an AI-native PM workflow using tools like Claude Code & Cursor.
Selected work
Hash Health — AI Nutrition App
Improved chat-based onboarding to goal-driven flow achieving 82.76% onboarding completion. 70% activation rate. Identified power user cohort driving 71% of all usage — key retention signal informing roadmap.
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Loft AI — What and Why to Build Before Building It
Joined as the first PM hire with a full PRD waiting. Ran discovery interviews, found the real problem wasn't organization — it was retrieval. That insight rewrote the entire product scope.
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Loft AI — From Scoped to Shipped in 12 Weeks
The execution story: AI evals, a weekend prototype that unblocked the team, a mid-sprint SDK failure, an App Store rejection — and a share-sheet feature built from early user feedback that 82.4% of bookmarks now go through.
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AI in my workflow
Not a tools list. Real examples of how I use AI to do PM work faster and ship with more confidence.
The feature was ready. The users weren't in the room yet.
Used synthetic personas grounded in our actual user base to pressure-test the feature from the user's side - AI did the heavy lifting upfront, so the real user conversations could go deeper.
Feb 2026
From product instinct to stakeholder alignment in an afternoon
How I use AI prototyping to visualize an idea and communicate quickly with the team for alignment.
July 2025
Asked my analytics a question in plain English
Connected PostHog MCP to Claude Code to query user behavior and funnel data inline — replaced 2-day data requests with a 3-minute conversation.
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Persona sub-agents for audit work before team reviews
Used Claude Code to simulate an Engineering Lead and Product Leader reviewing decisions — stress-tested thinking before bringing it to the team.
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Writing
Readings that influenced my product thinking
The Lean Product Playbook
Inspired
Continuous Discovery Habits
The Mom Test