[8] In October 2018, Deadline Hollywood announced that Bloom would star opposite Fionn Whitehead in Danielle Lessovitz's first feature film, Port Authority, which is backed by executive producer Martin Scorsese.

Bloom is a fixture in the queer ballroom scene as a member of the House of Miyake-Mugler and made an international name for herself competing at balls in the category of face.

[13][14] Bloom was not open about being transgender before that photo shoot; she decided to come out as she felt liberated sharing a major magazine cover with 13 other trans women.

[7] As one of few openly transgender models working in the industry, in September 2017, Bloom made news for walking the runway for the Chromat label during New York Fashion Week.

[18] Later that year, Leyna Bloom was cast as one of the faces of the H&M x Moschino by Jeremy Scott Fall/Winter 2018 international campaign shot by the legendary fashion photographer Steven Meisel.