It started on Ninth Street and ended near University Drive.
A Durham woman told police she parked her car and noticed a dark green Toyota Camry with a man and woman inside. When the woman left a business, she saw the man standing outside his car, looking at his tires.
Police said when she asked him to move so she could get to her car, he pulled a gun and forced her into her car.
They drove the woman to several ATMs in Durham and forced her to withdraw cash.
The suspect was described as a thin black male in his early 20s, 5 feet 6 inches to 5 feet 9 inches tall with a light complexion and light-colored eyes. He was wearing a red and black hoodie.
The female who was seen with him in the parking lot on Ninth Street was described as a black female in her early 20s with a medium to dark brown complexion and short hair. She was wearing a headband and a dark, long-sleeved top.
Anyone with information is asked to call (919) 560-4582, ext. 29245 or CrimeStoppers at (919) 683-1200.