Free Lesson
Why Most AI Products Fail (And How to Fix It)
45 min
May 29, 2025 1:00 PM
Virtual (Zoom)
In this video
What you'll learn
Why 70% of AI Products Fail — and How to Avoid It
Learn why AI features flop (hint: it’s not the model) & how our AI Hypothesis Framework flips the script.
How to Validate AI Feasibility Without Writing Code
Align user pain, data, and model capability with our validation method—before touching any code.
Case Study: Adding AI to the Apple Watch
Learn to design an AI hypothesis from scratch with a real-world scenario—and why most teams get it wrong.
Why this topic matters
Most AI features fail because they skip the “AI hypothesis.” Learn a simple way to align user pain, data availability, and model capability into a usable hypothesis to avoid building AI for AI’s sake.
You'll learn from

Dr. Nancy Li
Award-winning AI Product Director, Forbes-Featured, MIT, 100k+ followers
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