The recent advances of atom interferometer and its application in precision inertial measurement are reviewed. The principle, characteristics and implementation of atom interferometer are introduced and it can be used to measure gravitational acceleration, gravity gradient and rotation for its high sensitivity. We also present the principle, structure and new progress of gravimeter, gravity gradiometer and gyroscope based on atom interferometer.