I spent years watching PMs drown in feedback they didn't have time to process—and watched AI tools make promises they couldn't keep.

So I started testing to find what actually works.

1000+ hours later and stress-testing with people at major names like YouTube, Canva, Meta, and Figma, I've figured it out the tactics that make AI analysis work.

Now I teach it—on Maven and directly with teams, plus as an advisor to Product teams like Maze and startups to improve their AI tools.

This course is everything I've learned, systemized, and battle-tested.

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