The TV personality is going for counselling on the reality show with boyfriend Kris Boyson.
Price will be the first to take part in a new feature of Celebs Go Dating, as experts Paul C Brunson and Anna Williamson help couples steer through relationship problems.
Price has complained that there are too many people in her relationship, and too many false stories about her personal life.
She said: "We've come to Paul and Anna to help us out because there are just too many people involved in our relationship. Too many chefs around and too many stories going on about us.
"There are untrue stories so that causes problems and ends up getting us asking each other 'Oh, well, did you say that?'.
"I hope the agents will sort us out so we can end up happy ever after."
Six singles are joining the Celebrity Dating Agency this year, including Love Island's Jack Fincham, Geordie Shore's Nathan Henry and Blue pop star Lee Ryan.
Megan Barton Hanson, also from Love Island, reality TV star Lauren Goodger, and socialite Lady Colin Campbell are also involved in the show.
Dating expert Williamson said: "We're really pleased and excited to be opening up the agency to couples this time.
"Couples therapy is something that can be hugely beneficial to all relationships. It's very much a sign of strength, not weakness, to welcome external help.
"Our viewers are going to learn even more this series about dating and relationship dos, don'ts, and dynamics."