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.
Diagnostic-First AI Adoption: A Structured Alternative to Tool-First Strategy
Tool-first AI adoption creates structural instability.
Diagnostic-first sequencing evaluates readiness, decision rights, and risk controls before scaling.