Premium membership
Continue this concept with Premium
Premium includes all published courses, graded answers, concepts and PDF guides. See the price and access terms on the pricing page.
View Premium accessone payment · six months of site access
Advanced
Feedback Data: Learn From What Users Saw, Not Just What They Clicked
Usage creates evidence shaped by the product's own decisions. Track exposure, distinguish missing feedback from negative feedback, include unsuccessful users and evaluate proposed improvements independently before calling the loop a data advantage.
CONCEPT / STRATEGY & MOATS
RELATED CONCEPTS
PRACTISE THIS CONCEPT
AI Product SenseHow would you launch recommendations when both users and items have little interaction history?→AI UX & Human-in-the-LoopOur thumbs-up and thumbs-down buttons get clicked on 1% of responses and the data is useless. How would you redesign feedback?→AI UX & Human-in-the-LoopUsers say our AI recommendations feel creepy or random. How would you make them understand why they see what they see?→Behavioral & LeadershipWhat is your weakest AI PM skill, and what evidence shows that you are improving it?→AI Platform & Model PMThe team wants to train our smaller model on synthetic data generated by a frontier provider's model. Do you approve it?→AI Platform & Model PMBuy 6,000 labeled records or build a smaller dataset yourself? Defend the data budget.→