AI Marketing Strategy: A Messy, Practical Rollout

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Start with 1–2 low-risk, high-impact AI marketing tools (think lead scoring and content creation). Fix data quality, run a tight pilot, measure ROI over 6–12 months, then scale with governance, human review, and cross-functional support—especially for real-time personalization and autonomous campaign optimization.