Brand marketing measurement and the rise of AI sentiment analysis

Marketing professionals are facing challenges in valuing brand marketing due to perceived difficulties in measurement compared to performance marketing. While performance marketing offers fast, straightforward results, brand marketing often suffers from inconsistent measurement frameworks and a reliance on outdated metrics like ad recall.

Modern brand sentiment analysis has expanded beyond traditional social media and review site monitoring to include AI brand sentiment. This new dimension involves analyzing how generative AI engines, such as ChatGPT, Gemini, and Claude, perceive and recommend brands. Monitoring these sentiments is considered critical for crisis management, informing marketing strategies, and maintaining consumer trust in an era where AI-generated opinions influence buyer behavior.