This week, Kris' outspoken daughter Khloé Kardashian shared her thoughts on the new romance – and gave 41-year-old Corey her seal of approval.
"Corey was over last night and he's great. I love him," Khloé told E! News. "He's so sweet and my mum is really happy.
"I like to see her in such a positive, happy state," she added. "It's a good Kris Jenner."
A source also told the site, "What started off as a friendship has turned romantic, but it's all very new."
Kris, 58, was pictured holding hands with Corey – Justin Bieber's co-manager – earlier this week, days after celebrating Kim Kardashian's 34 birthday in Las Vegas together. The couple were first linked on 14 October when they were seen on a dinner date in Sherman Oaks, California.
Great Oscar night. pic.twitter.com/j7QinDu1cn— coreyGAMBLE (@CoreyGAMBLE) March 3, 2014
"He's a really great guy. He's been part of Justin Bieber's group for a while and they met through mutual friends," an insider previously told E! News. "He's so nice and a very responsible man. He doesn't drink or party. He is very caring and generally just an all-round good guy."
Kris' new romance follows the end of her 23-year marriage to Bruce Jenner. Husband and wife confirmed their separation in October 2013, and in September of this year, Kris filed for divorce.
— coreyGAMBLE (@CoreyGAMBLE) May 24, 2014