Rai was born into a Tulu speaking Bunt family in Mangalore, Karnataka. Her father, Krishnaraj, was an Army biologist, while her mother, Brinda, is a homemaker.In 1991, Rai won an international supermodel contest (organised by Ford) and was eventually featured in the American edition of Vogue
