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AI-FOR-PRODUCT-MANAGERS5 MIN READ

Keep a feedback-clustering objection deck for AI pilots

Handle common objections when you cluster AI pilot feedback by underlying problem rather than by loudest request.

“Can’t we just rank the top requested features?” Pilot debrief Your response We can count requests, but clustering by underlying problem shows which requests are symptoms of the same adoption barrier. Counting asks too early can make the roadmap optimize wording instead of root cause. It preserves the value of counts while showing why problem-based clustering produces better decisions. Which summary is more actionable? Board slide choice The second version suggests a product intervention, not just a list of asks. What question should every top cluster answer before it goes into the memo? Does this block launch, narrow launch, or…

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