AI Marketing Guide 2026: From Pilot to Scale

Start with a pilot-first AI marketing implementation. Fix data quality governance, build foundational workflows (welcome/nurture/handoff), prove ROI with CAC and ROAS, then scale into ABM and real-time personalization for 2026.