A method for collecting drone data at a crash site using an autonomous or semi-autonomous drone may include determining or receiving a crash GPS location associated with a crash location of a crash scene, and may further include generating a pre-generated flight path for an autonomous or semi-autonomous drone based upon the crash GPS location. The autonomous or semi-autonomous drone may be mounted, or held securely in place, on an emergency response vehicle traveling to the crash location. The method may further include autonomously or semi-autonomously flying the autonomous or semi-autonomous drone in accordance with the pre-generated flight path at the crash GPS location to generate or collect drone data associated with the crash scene. The drone data may be used for one or more insurance-related purposes, such as handling, adjusting, or generating auto or homeowners insurance claims; crash reconstruction; fault determination; damaged vehicle repair; and/or buildup identification.