Scalable GPU infrastructure for generative media workloads.
Image and video generation workloads are typically bursty and GPU-intensive. GPUMarket provides managed GPU infrastructure for generation pipelines built on ComfyUI, Stable Diffusion and FLUX-based workflows, with queue-based scaling to match demand.
What this involves
- Diffusion model inference (Stable Diffusion, FLUX and similar)
- Node-based generation pipelines (ComfyUI)
- GPU worker pools and job queues
- Autoscaling for bursty generation demand
- Storage for models, checkpoints and generated assets
- API integration for product features
Common challenges we help solve
Handling unpredictable generation request volume
We configure queue-based worker pools that scale GPU capacity with demand.
Managing large model and checkpoint libraries
We provide storage and caching strategies sized for your model library.
Keeping generation latency acceptable for interactive products
We select GPUs and batching strategies based on your latency targets.
Recommended GPUs
Related managed software
Frequently asked questions
Can you host our existing ComfyUI workflows?
Yes. We deploy existing ComfyUI workflows, custom nodes and checkpoints onto managed GPU infrastructure sized for your generation volume.
Which GPU is best for image generation workloads?
The NVIDIA L40S is a common choice for cost-efficient diffusion model inference, while A100 or H100 may be appropriate for higher-resolution or higher-throughput video generation.