Pre-paid transaction card systems and methods are described. A transaction system can include a transaction database to store transaction objects that represent characteristics of a pre-paid transaction card. A deal engine communicatively coupled with the transaction database can receive an image of a marker-less portion of the transaction card and derive a set of image descriptors from the marker-less portion. The deal engine can also identify transaction characteristics associated with the card from the transaction database using the image descriptors. In addition, the deal engine can construct a deal recommendation based on the transaction characteristics previously identified. The deal recommendation can be transmitted to a user, and in some cases, displayed to the user as an augmented reality image.