biggest pain points for even the best radiologist is that they are not as accurate at 3pm as they are at 8am, because of mental exhaustion. The refined numbers from ShapeGenie will boost a radiologist or surgeon’s diagnostic intuition by 1,000X. Furthermore, the refined numbers will allow users to create machine learning models based on the measurements that they routinely make when diagnosing disease or assessing a candidate for surgery.

In pharma and biotech, AI has reached an accuracy plateau for MRI/CT image analysis because volume and area produce very noisy data. Current AI/ML methods are bad at finding new subtypes of disease because they rely on ground truth from humans who have a hard time finding new subtypes of disease to begin with.