Methods and systems for determining quality of an oocyte to reach various reproductive milestones, including fertilizing, developing into a viable embryo (blastocyst), implanting into the uterus, and reaching a clinical pregnancy, through visual assessment (non-invasive) from a single image using artificial intelligence software.