Simpson is mother to 20-month-old Ace and daughter Maxwell, two, with Eric Johnson
Kardashian, 34, who already has daughter North with West, 38, wants to know tips on how to control her weight while pregnant, reported Female First.
"Kim has been leaning heavily on Jess for advice on staying in shape during her second pregnancy. Jessica had a similar experience and ballooned first time but kept it under control the second. She's proving to be a class-A mentor for Kim," a source said.
West is apparently thrilled that his wife has made a new friend.
"Kanye's definitely encouraging the friendship. He sees a lot of synergy between Kim and Jess, from fashion to diets to reality shows. It's a no brainer," the source said.