Kylie Jenner and PartyNextDoor haven’t confirmed they’re dating, but the rapper’s new music video definitely hints that something could be going on between him and the reality TV star. On Thursday, PartyNextDoor released the music video for his song “Come and See Me,” which stars Jenner as his leading lady.

In the video, which debuted on Snapchat, Jenner is seen lounging around a beautiful house as the rapper entertains a crowd at what appears to be a party. Toward the end of the video, Jenner and PartyNextDoor meet up and the 18-year-old embraces him in a tight hug before kissing him. It’s not clear if PartyNextDoor plans to release the video online, but fans can check it out on the Snapchat Discover page.

Jenner and PartyNextDoor, also known as Jahron Anthony Brathwaite, were first linked as a couple in May after they were seen getting cozy at Drake’s Memorial Day party. This month a report surfaced claiming things were getting serious between Jenner and the 22-year-old. “He’s as into her as she’s into him,” a source told Us Weekly. “Kylie initially thought that this would be a rebound.”

Rumors that Jenner and PartyNextDoor were an item started just a few months after she broke up with rapper Tyga. The lip kit creator and Tyga called it quits in early May after two years of dating. Interestingly enough, right after the pair publicly confirmed they were dating, Tyga released the music video for his song “Stimulated,” which starred Jenner as his love interest.

During a radio interview with Big Boy last week, the “Rack City” performer opened up about the split, admitting that he thinks his relationship with Jenner “overshadowed” his music career. “When you’re in a very public relationship like that, it’s hard for other people to see you differently than that,” he explained (via Entertainment Tonight). “And being in that, it just took a lot from me, you know, career-wise. It overshadowed a lot of my talent, and a lot of things that I worked hard for.”