OnpremBench.aiby Understand.tech

Different platforms, same budget

NVIDIA DGX Spark vs AMD Ryzen AI Halo

Memory, bandwidth, software stack, price and the models each one can hold. Generated from the two sourced machine records; estimates are labelled.

Add a third machine
NVIDIA DGX Spark
NVIDIA GB10

NVIDIA DGX Spark

128 GB unified

Open the record
AMD Ryzen AI Halo
AMD Ryzen AI Max

AMD Ryzen AI Halo

128 GB unified

Open the record

What actually differs

Which models fit

Estimate · 4-bit · 8K context · 1 request
ModelNVIDIA DGX SparkAMD Ryzen AI Halo
Llama 3.1 8BFits 16 GB≤ 48 tok/sFits 16 GBBandwidth not in record
Qwen3 14BFits 20 GB≤ 28 tok/sFits 20 GBBandwidth not in record
Qwen3 32BFits 32 GB≤ 13 tok/sFits 32 GBBandwidth not in record
Llama 3.3 70BFits 54 GB≤ 6.3 tok/sFits 54 GBBandwidth not in record
gpt-oss-20b (MoE)Fits 23 GB≤ 110 tok/sFits 23 GBBandwidth not in record
gpt-oss-120b (MoE)Fits 80 GB≤ 77 tok/sFits 80 GBBandwidth not in record
Qwen3 235B-A22B (MoE)Too large 151 GBToo large 151 GB
DeepSeek V3 / R1 671B (MoE, MLA)Too large 408 GBToo large 408 GB

Speed is a memory-bandwidth ceiling for one request, not a measured result. Change context, users or precision in the finder

Specifications

Sourced and dated
NVIDIA DGX SparkAMD Ryzen AI Halo
Chip / acceleratorGB10 Grace Blackwell SuperchipRyzen AI Max+ 395 · Radeon integrated graphics
PlatformNVIDIA GB10AMD Ryzen AI Max
Model memory128 GB unified128 GB unified
Memory bandwidth273 GB/sSee source; no lab measurement
Software stackCUDAROCm and Vulkan
Operating systemNVIDIA DGX OSWindows / Linux · ROCm
Storage4 TB NVMeConfirm with manufacturer
Networking10 GbE · ConnectX-7 · Wi-Fi 7See manufacturer configuration
Form factorDesktop AI systemDesktop AI system
Dimensions150 × 150 × 50.5 mmConfirm with manufacturer
Weight1.2 kgNot verified
Power rating (not consumption)240 W adapter · 140 W SoC TDPNo comparable wall-power measurement
Supplier list price≈ $4.7k · Supplier list price · United States · Sept 2026Price from the manufacturer · No public list price · manufacturer page
AvailabilityListed for order · recheck with supplierManufacturer lists US purchase option; confirm stock
Model configurations in the Lab62
Setups in the Lab51
Record reviewed2026-09-132026-09-09

Sources: NVIDIA · AMD. Prices are supplier snapshots, not a live feed.

Before you choose

NVIDIA DGX Spark

  • Memory capacity does not establish interactive speed or simultaneous request capacity.
  • UT has documented a Spark deployment. Confirm exact software versions and support scope.

AMD Ryzen AI Halo

  • The reference configuration is Ryzen AI Max+ 395 with 128 GB unified memory.
  • AMD lists a PRO 495 version supporting 192 GB as coming soon; it is a separate configuration.
  • The Lab has not tested this system or validated the UT stack.
Own one of these? A measured run (model revision, runtime, context, tokens per second) is worth more than this whole page. Publish it.