AI in Digital Marketing: From Academic Insight to Governance Execution
Designing Ethical, Auditable, and Distributed AI Frameworks Executive Summary Artificial Intelligence is reshaping digital marketing from lead qualification and personalization to campaign optimization and performance benchmarking. Yet in distributed ecosystems like OEM–dealer networks, AI introduces risks that are often overlooked: bias in decision-making, drift in messaging, hallucinated outputs, and compliance exposure. While academic research…