Section 1: AI Foundations for Marketing Applications

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A concise guide to operationalizing AI in marketing as governed infrastructure. Covers AI stack design, value measurement, tool selection, prompt systems, brand-safe grounding, risk controls, ROI frameworks, case studies, privacy safeguards, and future agentic operations. Emphasizes measurable business impact, human oversight, compliance, and reusable workflows that improve productivity while protecting trust.