Incorrect sizes and unmet expectations on how garments fit represent not only the main drivers of returns, but also a significant inconvenience for customers who often resort to ordering multiple sizes to then send the unwanted items back. This process is cumbersome for customers, detrimental for both retailers' profitability and the environment, and urgent to solve (Rebound Returns data shows that apparel returns have skyrocketed by 63% during the pandemic). We, at DeepGears, are developing a software aiming at solving this problem.