We designed, implemented, and tested a mobile robot, which is capable of measuring flush and gap in car bodies autonomously. Selection of target object, corresponding measurement plan and coarse location in map are the only pieces of information to trigger the system with full autonomy – demonstrating a versatile setup for quality assurance in industrial environment.