AI does not fix a broken discovery process — it accelerates whatever culture is already in place. Organizations that already run experimentation and discovery loops can use AI to validate problems and solutions faster (Discovery (Product Discovery Process)); organizations without that muscle just ship faster with the same blind spots, arriving at the wrong answer sooner. Contrast with Caution Against Abdicating Product Sense to AI Tools (using AI to replace judgment rather than accelerate it) and AI-Fit Evaluation for Strategy.
An MIT study in materials science is cited as showing the people who benefit most from AI tools are those who already have strong judgment/expertise — the same amplification dynamic this concept describes at the org-culture level, but observed here at the level of individual skill. Applied to product management, this implies AI widens rather than narrows the performance gap between strong and weak PMs, since Product Sense determines how well someone can direct and evaluate the tool's output.
Apply: don't expect AI tooling to be a leveling force for weak PMs — expect it to compound the advantage of PMs who already have strong product sense, and plan coaching investment accordingly.