Bank of America Corporation

Brendan P Murphy

Charles Christopher Harbinson

Adam Nathaniel Desautels

Letishia Renee Hunt

Verlon S Watson

Barry Hall

Aspects of the disclosure relate to performing enhanced deposit item processing using cognitive automation tools. In some embodiments, a computing platform may receive, from a deposit item input support server, image data associated with a deposit item. Subsequently, the computing platform may apply a machine learning classification model to the image data associated with the deposit item. In doing so, the computing platform may produce one or more predicted values for one or more fields of the deposit item and one or more confidence scores for the one or more predicted values. Based on these predicted values and confidence scores, the computing platform may generate and send one or more commands directing the deposit item input support server to accept or reject the deposit item, which in turn may cause the deposit item input support server to accept or reject the deposit item.

Performing enhanced deposit item processing using cognitive automation tools

An article of manufacture is described. The article of manufacture may include a computer usable medium having computer readable program code embodied therein. The code when executed by a processor may cause a computer to generate version performance digital image data delta information. The code may cause the computer to receive a plurality of digital images, a plurality of legacy rejections associated with the digital images and a plurality of updated rejections associated with the digital images. The code may cause the computer to identify one or more digital images that trigger a first rejection with the legacy version and that trigger a second rejection with the updated version wherein the first rejection and the second rejection are the same rejection and to identify one or more occurrences wherein the first rejection and the second rejection are different rejections.

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Charlotte, NC, United States of America

Brendan P Murphy