How to Build an AI Product That's Actually Defensible
Differentiation is what makes your product better today. Defensibility is what makes it hard to replace tomorrow. They're not the same thing.
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Shipping AI products. Working smarter with AI. Sharing what I learn.
Senior Product Manager writing about two sides of AI: building AI products that work at scale, and using AI to work more effectively as a PM. I share frameworks for Applied AI product management—economics, evaluation, agent design, responsible deployment—alongside practical guides for AI-powered productivity, workflows, and decision-making. If you're building AI products or figuring out how to leverage AI in your PM workflow (or both), this is for you. Currently based in Seattle.
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