uses natural language processing and computer vision to anonymize data and remove personal identifiers. The platform scores performance against configurable mark schemes and delivers granular feedback on communication, technique, and professionalism. Educators can review recordings, navigate sessions frame by frame, and analyze results by step according to their own assessment criteria. BlackFrame.ai focuses on improving the objectivity, scalability, and efficiency of clinical skills training and evaluation for medical students and trainees.