Thanks for sharing with our PM community!

Real-life based on Shopify also very valuable.

A few comments:

- Where do you capture « risks » (internal/external) in this approach?

- Based on experience, producing a full AI PRD early in product Life is time consuming:

- What is the right time / prerequisites to launch this work ?

- What would be a lighter version of it, if relevant?