Comment analysis refers to the process of examining and interpreting online comments to understand user sentiment, opinions, and feedback. By leveraging natural language processing and machine learning techniques, comment analysis helps tech companies and developers gauge user reactions to their products, services, and features, informing data-driven decisions to improve user experience and drive business growth.