From Solo Prompts to an AI System Your Team Runs On

Every company goes through the same two phases with AI. First, individuals start prompting. Someone writes better emails, someone summarizes a customer call, someone drafts a PRD in half the time. It works, and it stays personal. Then leadership notices and asks the obvious question: how do we get this for everyone, and how do we make it structured?

That second phase is where most teams stall, because individual prompts never add up to a system.

This talk is about the backbone that does. I'll walk through the five layers behind a product team's AI operating system: your context, your tool connections, the agent, the workflows, and the habits that hold it together. Then I'll open up how we actually run Product Masterclass on exactly that, the skills that do our day-to-day product work, and what you can lift for your own team.

Half show and tell, half presentation. You'll leave knowing what to build first.