A text annotation service is a machine learning model which helps to understand text data. Common workflows include sentiment and intent analysis, and entity recognition and classification. Annotations are very useful and help to develop knowledge of English literature. During the text annotation process, the data is described into the required categories including phrases, sentences, and keywords, based on the procedures of the project.