The Frozen Symbol multi-disciplinary engineering team took and existing medical device and has reverse engineered a novel piezo sensor, along with the embedded system and redesigned the entire system for an up to date, modern medical product.  Use of AI/ML was also utilized to analyze the large, existing data sets to implement and verify the pulse wave contouring system on a modern embedded platform.