Reference Guide: AI for Sentiment Analysis and Customer Feedback 1. Introduction In a digital landscape saturated with customer opinions from reviews, social media, and surveys, manually tracking brand perception is unfeasible. AI-driven sentiment analysis automates the process of understanding customer emotions expressed in text, providing real-time, scalable insights into brand health, product performance, and market