A series of tests evaluates current AI design software for usability and output quality. These benchmarks compare how different tools handle complex layout requests and visual consistency. The results highlight a persistent gap between prompt accuracy and final render. Designers can now identify which specific tools minimize manual cleanup during the prototyping phase.