The Beautiful Mess · John Cutler
articleprincipleTBM 415: Demand Mix, Discovery, and AI as a (Dys)function Multiplier
9 April 2026Operations
Source excerpt
About The Beautiful MessOrgs spend a lot of time talking about dependencies, intake, predictability, “discovery,” capacity, and so on. But far less time talking about the harder questions around the mix of demand teams are dealing with, and how they are actively involved in shaping that demand.
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Apollo layer
What a founder can learn
Founder takeaway
Don’t optimize intake, capacity, or predictability before examining the mix of work entering the organization. Leaders should actively shape demand—not merely process whatever requests arrive—by deciding which problems deserve scarce team attention.
Why it matters
A more efficient delivery system can still produce weak outcomes if it accelerates low-value or poorly chosen work. Deliberately managing the demand mix connects operating capacity to strategic priorities.
Relevant guides
Put it to work
Review your team’s current work: What types of demand consume capacity, who generates each type, and which work would you reduce, redirect, or encourage if you were shaping the mix deliberately?