Abstract: An image appliance vehicle toll transaction system for electronic toll collection and image appliance vehicle toll transaction methods for identifying a vehicle at an electronic toll for electronic toll collection are disclosed. The image appliance vehicle toll transaction system allows toll agencies to store, in a cloud database, images of vehicle toll transactions and violations for the time required by the law and their data associated image metadata. The image appliance vehicle toll transaction system may use third party services to automatically determine, using AI, the license plate number and state of the vehicle. For each received image, and its metadata, the system returns a unique identifier or image token. This reduces the need for human manual image review by using AI and reduces operation costs while increasing accuracy and quality.