Dorsey is also the founder and CEO of mobile-payments company Square.
The move comes just as the online fashion group completes its merger with Yoox.
Twitter co-founder and interim CEO Jack Dorsey is on the shortlist.
Fran Della Badia is out. Andy Dunn, co-founder and chairman, is back in.
Meet the man who turned online dating into a game of swipes.