Consumers are increasingly using AI to research products, compare options, and evaluate brands. Which means answers from platforms like ChatGPT and AI Overviews are shaping brand perception. These AI answers can influence how buyers think about your company before they ever visit your website. AI sentiment analysis helps marketers understand how AI platforms describe their brand, which narratives those systems reinforce, and where inaccurate or negative perceptions may affect business results.