Companies rely on large-scale surveys, interviews, and focus groups to gauge customer sentiment about their products or programs, which contain free form text data rich in information. Researchers currently use a manual, time consuming processing which delays the time to get actionable insights. This paper presents a scalable solution where researchers can interact with a custom UI to annotate text data