GPU Comparison

Select up to 2 GPUs to analyze their pricing, performance, and specifications side-by-side.

Workstation Verdict

The RTX 5000 Ada Generation has more VRAM (32GB vs 8GB), making it better suited for large models and memory-intensive workloads. Its memory bandwidth is 200% higher (576 GB/s vs 192 GB/s), translating directly to faster inference throughput. The Radeon PRO W7500 is $4,071 USD cheaper than the RTX 5000 Ada Generation.

Maximum Capacity Reached. Remove a model to add another. (2/2)

VS
AMD
Radeon PRO W7500
Price
$429 USD
VRAM
8 GB GDDR6
Mem. Speed
192 GB/s
FP32 Compute
14.5 TFLOPS
Key Specs Advantage

Comparable or lower specs

Price
$4,500 USD
VRAM
32 GB GDDR6
Mem. Speed
576 GB/s
FP32 Compute
65.3 TFLOPS
Key Specs Advantage
+733% CUDA Cores (12,800 vs 1,536)
+350% FP32 (TFLOPS) (65.3 TFLOPS vs 14.5 TFLOPS)
+200% Bandwidth (576 GB/s vs 192 GB/s)

Radeon PRO W7500 vs RTX 5000 Ada Generation: In-Depth Breakdown

VRAM: Radeon PRO W7500 vs RTX 5000 Ada Generation

The RTX 5000 Ada Generation carries 32GB of VRAM versus 8GB on the Radeon PRO W7500. VRAM capacity is the primary constraint for running AI models without quantization — a 70B-parameter model in FP16 requires roughly 140GB, and even smaller models benefit from extra headroom. The 24GB advantage here means the RTX 5000 Ada Generation can run larger models natively and handle bigger batch sizes in production.

Inference Speed: Memory Bandwidth

Memory bandwidth determines how quickly data is fed to the compute units — it's the main bottleneck for autoregressive inference (token generation in LLMs). The RTX 5000 Ada Generation delivers 576 GB/s versus 192 GB/s on the Radeon PRO W7500, a 200% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the RTX 5000 Ada Generation will produce tokens proportionally faster in bandwidth-bound workloads.

AI Training & Compute

For model training, scientific simulation, and rendering, FP32 throughput is the key metric. The RTX 5000 Ada Generation delivers 65.3 TFLOPS against 14.5 TFLOPS for the Radeon PRO W7500 — a 350% compute advantage. Training runs and heavy matrix operations will complete proportionally faster on the RTX 5000 Ada Generation.

Price & Value

The Radeon PRO W7500 lists from $429 USD, $4,071 USD less than the RTX 5000 Ada Generation at $4,500 USD. For budget-constrained teams, the savings may outweigh the spec gap — especially if the smaller card covers your typical workload.

Which should you buy: Radeon PRO W7500 or RTX 5000 Ada Generation?

Choose the RTX 5000 Ada Generation for maximum capacity — it leads on VRAM, bandwidth, and compute, making it the better fit for large models and training jobs. The Radeon PRO W7500 is the more budget-friendly option ($4,071 USD less) — a solid choice if your models fit within its 8GB and inference volume is moderate.

Frequently Asked Questions

Can the Radeon PRO W7500 or RTX 5000 Ada Generation run large language models?

Both can, but the RTX 5000 Ada Generation (32GB) handles larger models without quantization. The Radeon PRO W7500 (8GB) works well for smaller or heavily quantized models.

Which is faster for LLM inference, the Radeon PRO W7500 or the RTX 5000 Ada Generation?

The RTX 5000 Ada Generation is faster for token generation — its 576 GB/s memory bandwidth vs 192 GB/s on the Radeon PRO W7500 is the primary driver of inference throughput in autoregressive models.

Which is better for AI training?

The RTX 5000 Ada Generation has the advantage at 65.3 TFLOPS vs 14.5 TFLOPS, making training runs proportionally faster than on the Radeon PRO W7500.

Technical Specifications Comparison

Architecture & Cores

SpecificationRadeon PRO W7500RTX 5000 Ada Generation
ArchitectureRDNA 3Ada Lovelace
CUDA Cores (Stream Processors / CUDA Cores)1,53612,800

Memory

SpecificationRadeon PRO W7500RTX 5000 Ada Generation
VRAM Capacity8 GB32 GB
Memory TypeGDDR6GDDR6
Memory Bus128-bit256-bit
Bandwidth192 GB/s576 GB/s

Connectivity & Power

SpecificationRadeon PRO W7500RTX 5000 Ada Generation
InterfacePCIe 4.0 x8PCIe 4.0 x16
TDP70 W250 W
ReleasedApr 2023Nov 2022

Workstation

SpecificationRadeon PRO W7500RTX 5000 Ada Generation
FP32 (TFLOPS)14.5 TFLOPS65.3 TFLOPS
ECCYesYes
NVLinkNoNo
Form factorlow-profiledual-slot