How to Measure AI Citations: A Dashboard Linking Prompts, Pages, Leads and Revenue
AI citations should not be measured with screenshots or a single visibility score. This guide connects prompts, cited pages, GA4 behaviour, lead records and revenue outcomes through a five-layer evidence model.
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.