Agencies deploying plate readers and traffic cameras need detection in daylight and at night, sub-two-second response, integration with motor-vehicle records, and strict handling of footage that is not relevant to an incident. Shipping raw video to the cloud fails on bandwidth, on cost, and on privacy.