Systems and methods for receiving a set of documents (e.g., financial documents) converting them into graphical images, performing image-based, artificial intelligence analysis to determine a score for the set of documents. In addition, the artificial intelligence system generates an image output that indicates how the artificial intelligence system arrived at the score be visually depicting the graphical features detected by the artificial intelligence system. This may allow insight as to the basis for the score.