TLDR Tech / Founders
Demand mix, shaping, and AI as (dys)function multiplier
AI will not fix broken product orgs. It will accelerate whatever dynamics already exist. If your team treats engineering as a bottleneck and optimizes around feeding it work, AI just speeds up that dysfunction. If your team is oriented around learning and shaping demand toward real outcomes, AI makes that more effective. Most orgs never examine their "demand mix," meaning where work actually comes from and how it gets shaped, and that gap is about to get a lot more expensive.
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