In some embodiments, the at least one processing device is further configured to: determine that the one or more documents retrieved from the document repository are associated with one or more unique fonts; initiate a data normalization algorithm on the one or more documents; normalize, using the data normalization algorithm, the one or more documents, wherein normalizing further comprises at least transforming the one or more fonts to a first font; and initiate the one or more image super resolution algorithms on the one or more documents, wherein the one or more documents are associated with the first font.

In some embodiments, the at least one processing device is further configured to: electronically receive the query from the computing device of the user, wherein the query is associated with an original font; initiate the data normalization algorithm on the query; normalize, using the data normalization algorithm, the query, wherein normalizing further comprises transforming the original font of the query to the first font; and generate the image of the query, wherein the query is associated with the first font.