The 25-year-old striker has joined The Potters for an undisclosed fee and has signed a four year deal with Tony Pulis' side.
Jerome joined Blues form Cardiff City in the summer of 2006 and made 201 appearances for the club and scored 42 goals during his five year stay at St Andrews.