DreamLayer AI automates prompts, seeds, metrics, and configs for evaluating image and video diffusion models. It provides a React frontend with Flask backend, SQLite storage for run history, and ComfyUI integration for image workflows. Researchers and developers can compare model outputs across prompts, seeds, and evaluation metrics with standardized, reproducible benchmarking runs.