ChestEye was created to reduce the workload of radiologists, by taking care of the tedious part of the work. As the X-Ray scan is performed, ChestEye automatically analyses the image and produces a preliminary diagnosis report as well as findings heatmap on the X-Ray image. It saves the radiologist from manually describing the case. In addition, the radiologist is already provided with an informed diagnosis opinion when he first sees the image. According to our internal trials, it allows to reduce time-per-patient by at least 30% percent. In addition, ChestEye detects secondary findings which could be missed by the radiologist in time-sensitive, stressful working conditions reducing the error rate. Additional functionality such as radiology queue management module prioritizes cases inviting urgent specialist attention. Ability to search and discover images with similar radiological appearance enables to make a more precise diagnosis and provides a valuable ‘second opinion’.