AI Constraint Identification in Marketing: Diagnosing Growth Barriers
Most marketing performance issues are misdiagnosed, leading to ineffective solutions.
Constraint type determines intervention; without structure, optimization efforts fail.
The AI Marketing Operating Model: Why Tools Alone Do Not Create Maturity
AI adoption in marketing is accelerating, but structure is lagging.
Maturity requires governance, sequencing, and explicit decision infrastructure, not more tools.