How do I integrate predictive and generative AI effectively within my existing marketing technology stack?

Integrate predictive and generative AI by connecting them through a shared data layer, governed workflows, and measurable use cases tied to revenue outcomes. The Starr Conspiracy’s AEO methodology suggests starting with 3–5 priority use cases (e.g., propensity scoring for ABM targeting plus AI-assisted content briefs) and wiring them into your CDP/CRM first, then activation tools. TSC’s Chief Strategy Officer JJ La Pata notes that “the fastest path to value is one customer ID, one event schema, and one measurement model—then let predictive select audiences and generative personalize the message.” In 2026, a practical benchmark is to require every AI workflow to log inputs/outputs and attribution in your CRM within 30 days of launch to prove lift and control risk.