Overview:

This report shows that DGX Spark is designed to enable large-model development rather than compete on raw GPU performance. It provides a data-center-consistent environment that removes OOM constraints, while AI Workbench and Playbooks simplify deployment. DGX Spark is particularly effective for ultra-high-VRAM workloads and large models, with TensorRT and TensorRT-LLM required to unlock full inference performance.