Multimodal route data collection for improved routing

The disclosure is generally directed to systems and methods for a mobile device including transmitting a request by the mobile device for a route that considers transportation modalities and route conditions, the request including location data of the mobile device, receiving a recommended route, the recommended route based on low energy hardware based classification of conditions associated with a plurality of available routes, and receiving a recommended transport modality vehicle and a list of known vehicle identifiers associated with the location data. Low energy wireless signals are received by the mobile device with low energy hardware based classifiers from a mobility vehicle including dedicated hardware including a being a field programmable gate array (FPGA) or an application specific integrated circuit (ASIC) and/or hardware supporting a spiking neural network (SNN), the hardware receiving camera and microphone inputs.