As artificial intelligence (AI) becomes increasingly integrated into marketing strategies, establishing a clear framework for measuring the success and impact of these initiatives is necessary to validate which tools and use cases to prioritize. This guide provides marketers with a comprehensive approach to defining key performance indicators (KPIs) and metrics, setting baseline measurements, monitoring progress, and conducting audits to assess business impact and adherence to responsible AI principles.

Retail media plays a crucial role across the consumer journey, making it an essential touchpoint for brands to drive both awareness and conversion. In the era of Retail Media 2.0, the focus has shifted from a narrow emphasis on search-driven e-commerce to a more holistic, full-funnel approach that leverages the wealth of first-party shopping and streaming signals to power impactful advertising solutions.