AI Product
Coming Soon
Building AI-native products from 0→1: lessons in discovery, validation, and shipping.
Case study in preparationAI Product Leader. 20 years building software. Helping teams ship AI products without losing product craft.
The best AI products come from teams that bridge product thinking and AI capability. Currently running an R&D experiment in AI-native product development at HatchClaw.
What I Do
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Translate AI capabilities into product opportunities
Not just what's possible—what's valuable. Bridging the gap between technical potential and customer value.
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Build AI-native products 0→1 with engineering teams
I speak both languages. From PRDs to prompts, from user research to model evaluation.
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Help product orgs adapt as AI changes the role
Playbooks for the transition—from executor to architect, from roadmap owner to system designer.
Featured Work
Case Studies
0→1 Launch
Coming Soon
How we shipped, pivoted, and found product-market fit under constraints.
Case study in preparationProduct Org
Coming Soon
Transforming product teams: operating models, processes, and outcomes.
Case study in preparationThe Boundary
Recent Essays
AI & ML
Discovery
boundary dissolution
AI Products Are Different: What I've Learned
Traditional product management methods break down with AI products. After two years building AI/ML products, here's what actually works and what doesn't.
5 min
Intelligence
Leadership
boundary dissolution
The Intelligence Problem Most PMs Don't Solve
Most product teams don't fail from lack of talent. They fail because PMs are making decisions without the right information at the right time. Here's what I've learned about building product intelligence systems that actually work.
5 min
Newsletter
The Boundary
Where product craft meets agentic execution
Weekly essays on AI product leadership—not "AI for PMs" but what product work looks like when AI is the executor and humans are the architects. No fluff, pure experience from 20 years in the field.
No spam. Unsubscribe anytime. Join product leaders at AI-native companies.
Currently
Building HatchClaw, an R&D experiment in AI-native product development. Open to VP/Director Product roles at AI-native companies.