VIDEO: Bachelor Juan Pablo and Nikki Ferrell Spotted Out and About in Miami

Looks like things are going well for Bachelor Juan Pablo and Nikki Ferrell, who received the final rose on Season 18 of the show. The couple was seen at a Miami art exhibit, looking very “in like” — if not in love.

“They were very affectionate, putting their arms around each other and even kissing in public,” a source told PEOPLE.

While Juan Pablo’s season of The Bachelor ended without a proposal — or even a profession of love on his end — the long-distance couple seem very much together. If there’s a wedding in the near future, Chris Harrison probably won’t be the first to hear about it.