I was already using AI to get validated customer insights in half the time.

Then I discovered Claude Code—and cut it in half again.

But free tutorials only got me so far.
Outputs were fast and shallow.

So I spent months building systems that actually work: validated insights, automated workflows, evals that prove what's working.

I've stress-tested many of my insights systems with teams at YouTube, Canva, Meta, and Figma, and advise companies like Maze on getting better insights from their tools, behind the scenes.

This course is the best of what I've built—packaged in easy-to follow Claude Code lessons so you can skip months of thinking your insights were good enough (and finding out too late that they weren't).