Pardon my ignorance, but they use ML to find sperm and egg donors that match similar facial features to the “parents”? Cause that is honesty pretty cool.
If you're talking about DNA, yes, but no. I've worked on that too and it's much harder. In the above instance we used photos of the donors and customers and the typical case was to get a close match for the partner who was shooting blanks in order to produce an offspring who ideally would look like both "parents".
It’s old knowledge that parents (more typically fathers) bond with newborns that look like them, so you could have results within a year and again within 5 when the child looks more like their adult selves