As generative AI transforms higher education assessment, how do we ensure these tools truly enhance learning? This poster presentation addresses the challenge of evaluating AI assessment tool quality systematically. Attendees will learn a practical rubric framework and see it applied to four popular platforms. Participants will leave with actionable criteria to assess AI tools before implementation, ensuring pedagogically sound choices that support authentic student learning while maintaining academic integrity and educational standards.