How to Set Realistic 6–12 Month Goals With a Marketing Agency

A decision framework for leaders setting 6–12 month expectations with a marketing agency. It separates outputs, leading signals and business outcomes and uses 30/90/180/365-day checkpoints without turning them into performance guarantees.
AI Customer Journey & OS Mapping: Turning customer journeys into an AI marketing OS map

A useful customer journey is not a funnel slide filled with channel logos. It should explain what each touchpoint is responsible for, what context must be handed off, who owns the transition and what signal shows the buyer actually progressed. This guide gives business leaders a Journey-to-Channel Responsibility Map for evaluating an agency plan.