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ML and AI applications in assessment frequently require labeled or annotated data. Measurement professionals may struggle to obtain and manage annotations due to software constraints. This demonstration compares the features and functionality of three no-cost annotation solutions: Scale Studio, John Snow Labs NLP Lab, and BRAT.