Item validation and image evaluation system with feedback loop

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, user data from the received image of the first instrument and the associated data;
• determining, over a specified time period, whether the user data matches first data retrieved from a claims computing system or second data retrieved from a returns computing system;
• rejecting, the first instrument if the user data matches information of the first data or the second data;
• comparing, by the at least one processor and after the specified time period, the received image of the first instrument to images of a plurality of previously processed instruments of a user profile;
• identifying, by the at least one processor and based on the comparing, at least one of:
• an element of the first instrument that matches a corresponding element from at least one instrument of the plurality of previously processed instruments and an element of the first instrument that does not match a corresponding element from at least one instrument of the plurality of previously processed instruments;
• if an element of the first instrument that matches a corresponding element from at least one instrument of the plurality of previously processed instruments is identified:
• generating, by the at least one processor, a first user interface comprising a selectable option to add the first instrument to the user profile, wherein generating the first user interface comprises generating the selectable option to add the first instrument to the user profile based on a determination that a number of matches between elements of the first instrument and corresponding elements from at least one instrument of the plurality of previously processed instruments is above a threshold;
• and
• generating, based on a determination that an element of the first instrument that does not match a corresponding element from at least one instrument of the plurality of previously processed instruments and by the at least one processor, a second user interface different from the first user interface.

A system, comprising:

• a claims computing system;
• a returns computing system;
• and
• a computing platform comprising at least one processor, a communication interface, and memory storing computer-readable instructions that, when executed by the at least one processor, cause the computing platform to:
• receive an image of a first instrument and associated data from an image processing computing device;
• compare the image to first data retrieved from one or both of the claims computing system and the returns computing system, wherein the first data comprises images of invalid instruments;
• compare, after a predetermined time, based on an unmatched condition, the received image of the first instrument to images of a plurality of previously processed instruments in a user profile associated with the user of the first instrument;
• identify, based on the comparing, at least one of:
• an element of the first instrument that matches a corresponding element from at least one instrument of the plurality of previously processed instruments and an element of the first instrument that does not match a corresponding element from at least one instrument of the plurality of previously processed instruments;
• and
• based on an identified element of the first instrument that matches a corresponding element from at least one instrument of the plurality of previously processed instruments:
• generate a first user interface comprising a selectable option to add the first instrument to the user profile;
• generate the selectable option based on a determination that a number of matches between elements of the first instrument and corresponding elements from at least one instrument of the plurality of previously processed instruments is above a threshold;
• and
• generate, based on a determination that an identified element of the first instrument does not match a corresponding element from at least one instrument of the plurality of previously processed instruments, a second user interface different from the first user interface.