AWS is showing how to run ComfyUI—a visual tool for building AI creative workflows—on its SageMaker service to let enterprises generate hundreds of images, videos, or audio at scale in minutes to hours instead of waiting for manual creative work.

What happened

AWS published a technical guide demonstrating how to deploy ComfyUI workflows on SageMaker AI processing jobs, using GPU-accelerated instances and a queue-based architecture that processes multiple requests in parallel. The example uses Z-Image Turbo, a text-to-image model with 6B parameters, to generate batches of high-quality images without manual intervention.

What to watch

The solution uses pay-per-second billing with automatic job termination, so enterprises only pay for the compute they actually use. ComfyUI workflows can be exported as JSON and swapped into the deployment, and the architecture scales naturally across thousands of outputs without manual scaling.