This document proposes developing an optical character recognition (OCR) algorithm for Ge'ez characters. It begins with an introduction to the Ge'ez script and its use in Ethiopia and Eritrea. It then discusses what OCR is, when and why it is used, and the problem of digitizing Ethiopia's historical documents written in Ge'ez. The authors propose using OCR technology and artificial neural networks to develop an application that can recognize Ge'ez characters from images. Such an algorithm could be used to digitize important religious and cultural documents currently only available on paper, helping preserve Ethiopia's intellectual property. Results and conclusion sections indicate the algorithm would make digitization of Ge'ez texts more feasible while a