Enhanced item validation and image evaluation system

A method, comprising:

• at a computing platform comprising at least one processor, memory, and a communication interface:
• receiving, by the at least one processor and via the communication interface, an image of a first instrument and associated data from an image processing computing device;
• extracting, by the at least one processor, an payment system identifier received image of the first instrument and associated data;
• retrieving, by the at least one processor, a payment system profile associated with a provider of the first instrument, the payment system profile including images of a first plurality of previously processed instruments;
• comparing, by the at least one processor, the received image of the first instrument to the images of the first plurality of previously processed instruments in the payment system profile;
• identifying, by the at least one processor based on the comparing, at least one of:
• a matching indication that the payment system identifier first instrument matches a corresponding element from at least one instrument of the first plurality of previously processed instruments and a nonmatching indication that identifies that the payment system identifier does not match a corresponding element from at least one instrument of the first plurality of previously processed instruments;
• based on the matching indication, generating, by the at least one processor, a first user interface based on a comparison with the first plurality of previously processed instruments;
• and
• based on the nonmatching indication, generating, by the at least one processor, a second user interface different from the first user interface wherein the second user interface is based on a comparison with a second plurality of previously processed instruments of a user profile.

One or more non-transitory computer-readable media storing instructions that, when executed by a computing platform comprising at least one processor, memory, and a communication interface, cause the computing platform to:

• receive an image of a first instrument and associated data from an image processing computing device;
• extract a payment system identifier from the received image of the first instrument and associated data;
• if the payment system matches a predetermined payment system identifier, retrieve a payment system profile associated with a provider of the first instrument, the payment system profile including images of a first plurality of previously processed instruments;
• compare at least a portion of the received image of the first instrument to the images of the first plurality of previously processed instruments in the payment system profile;
• identify, whether:
• an element of the first instrument matches a corresponding element from at least one instrument of the first plurality of previously processed instruments and whether an element of the first instrument does not match a corresponding element from at least one instrument of the plurality of previously processed instruments;
• based on a matched element the first instrument, generate a first user interface;
• and
• based on an unmatched element, generate a second user interface different from the first user interface.