For professional analysts
Umber reads a season from a photograph and tells people how confident it is. When it isn't confident — and often it isn't — that person has a real reason to see someone who can drape them properly.
Across twenty people typed by four professional analysts, any two of them gave the same exact season 32% of the time, and the same family 52%. All four agreed exactly on two people out of twenty.
The engine sits in the same place — about a third exact, about half on family. Which is the point: it is doing roughly what a professional does from a photograph, and a photograph is not a consultation. It cannot put fabric against a face, watch someone move, or answer a question.
So it is built to say when it is unsure, and I would rather hand those people to you than pretend the question is settled.
Nothing, yet. I am putting together a small group of analysts I can show things to before they ship, and who I would come to first when the referral side opens. Mostly I would be asking your opinion.