The pair were spotted catching up at London's Corinthia hotel last night where the X Factor finalists are staying during the live shows.
It's not the first time the plastic pair have met - Rylan was the male winner and overall runner-up on Pricey's Signed By Katie Price reality show last year.
And Katie's support continued this morning when she appeared on ITV's Daybreak sporting a 'Team Rylan' t-shirt.
The model was on the breakfast show to talk about the Jeans For Genes charity but couldn't resist sneaking in a little plug for the singing hopeful, saying: "I'm supporting Rylan, so watch The X Factor and support him tomorrow. I had to say that."
She also revealed that she's already duetted with Rylan - in her front room!
"We do in my lounge. I’ve got my karaoke set up, I'm a frustrated pop star aren’t I, so we’ve done many duets in the lounge," she said.
And she hasn't ruled out performing with Essex boy Rylan on Daybreak in the future either, saying: "Do you know what? I will, but I'm better than Rylan. No, I'm only joking I'm not really."
Is it wrong that we really want to see this become a reality?