Systems and methods herein describe a listing auto-generation system for generating a listing title and listing description for a listing in an online marketplace. The listing auto-generation system analyzes a set of listing data associated with the listing and generates the listing title and listing description using a machine learning model. The generated listing title and listing description are validated against a set of validation rules and presented on a user interface.