ADMD

04 / Cases

Case Studies

Applied ADMD: from a problem someone could feel, to a system that quietly solves it.

C01

CPFR: From Excel planning to system-assisted decision making

Problem
Demand planning ran on spreadsheets and hallway conversations. Decisions were late and personal.
Hidden Capability
A shared decision surface across sales, supply, and finance.
System Built
Lightweight CPFR cadence wired into existing tools, with an AI layer surfacing exceptions.
Result
Forecast cycle time cut, stockouts reduced, and arguments replaced by exceptions worth discussing.
Lesson
You do not need a new tool. You need a new decision surface.
C02

Warehouse Network: Building missing fulfillment infrastructure

Problem
Growth was being capped by fulfillment, not demand.
Hidden Capability
A network design function the company had never had.
System Built
A simple model of nodes, flows, and service promises — owned by one team, reviewed monthly.
Result
Service improved while inventory dropped. Growth ceiling moved.
Lesson
Capability gaps often hide as 'operational issues'.
C03

Content System: Turning personal thinking into repeatable output

Problem
A founder had sharp ideas and no pipeline to publish them.
Hidden Capability
An editorial system, not more willpower.
System Built
Capture → cluster → draft (AI-assisted) → review → publish. Weekly cadence.
Result
From sporadic posts to a steady body of work, without burning the founder.
Lesson
Output is a system, not a personality trait.