AvaWatz Company has filed a patent application with the United States Patent and Trademark Office (USPTO) for a system and method for labeling, evaluation, and improvement of training and testing for machine learning. This approach saves time and reduces the cost associated with the training of such systems, and makes for a more accurate model. AvaWatz specializes in advanced vision/perception, decision making and cooperative navigation for task execution.