Text sentiment analysis is a natural language processing technique used to determine the emotional tone conveyed in a piece of text, such as positive, negative, or neutral. It involves analyzing the words, phrases, and context to gauge the sentiment expressed. This analysis helps in understanding public opinion, customer feedback, and social media sentiment, enabling businesses to make informed decisions and tailor their responses accordingly.