AI Image & Video Assessment and Visual Content Evaluation (Freelance / Client Projects; 2022 – Present)
Evaluated visual media including AI-generated images and videos using structured rating frameworks. Assessed realism, composition, lighting, and motion quality to ensure outputs matched production standards and guideline expectations. Provided structured feedback and justifications to support iterative improvements in downstream AI model quality. • Rated visual realism, composition, lighting, and motion coherence • Checked guideline adherence and consistency across samples • Supplied written evaluation justifications • Used AI generation tools to inform visual quality assessment