Described herein are systems and methods of generative machine-learning guided by modal classification. An apparatus may receive a characterization datum and output an inquiry as a function of the characterization datum. An apparatus may receive an inquiry response and may output a plurality of draft literature modes as a function of the characterization datum and the inquiry response. An apparatus may receive template feedback and may output a literature mode as a function of the template feedback and the plurality of draft literature modes.