AI Marketing Guide 2026: From Pilot to Scale

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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.