Usability
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Usability refers to the degree to which a system, robot, or AI-enabled technology can be used effectively, efficiently, and satisfactorily by intended users to achieve specific goals. In robotics and AI, usability encompasses how intuitively humans can interact with and control systems ranging from surgical robots and rehabilitation exoskeletons to social assistive robots and autonomous vehicles. Researchers evaluate usability through metrics such as ease of use, learnability, task completion rates, user satisfaction, and acceptance — often applying frameworks like the Technology Acceptance Model (TAM) to understand adoption barriers and facilitators. Usability assessments inform the design of interfaces for wearable exoskeletons, care robots, telemedicine platforms, and collaborative industrial systems, ensuring these technologies are accessible to diverse populations including elderly users and clinical patients. Usability matters enormously because even technically sophisticated robots will fail to achieve real-world impact if users cannot operate them comfortably or confidently. Prioritizing usability during development accelerates adoption, improves safety, reduces training costs, and ultimately determines whether robotic and AI systems deliver meaningful benefits in healthcare, manufacturing, agriculture, and everyday human environments.
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