A method of selecting an optimal wireless link based on an information handling system location fingerprint may comprise receiving a plurality of wireless signals from a plurality of address-identified wireless local area network (WLAN) access points (APs), detecting a plurality of time of flight (TOF) signal distances between the information handling system and the plurality of address-identified WLAN APs based on the plurality of wireless signals, determining a location fingerprint of the information handling system, relative to the plurality of address-identified WLAN APs, identifying an optimal wireless link associated with the location fingerprint of the information handling system, and automatically establishing the optimal wireless link associated with the location fingerprint of the information handling system.