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Quadro GV100 vs Quadro RTX 4000

Workstation Verdict

The Quadro GV100 has more VRAM (32GB vs 8GB), making it better suited for large models and memory-intensive workloads. Its memory bandwidth is 109% higher (870 GB/s vs 416 GB/s), translating directly to faster inference throughput. The Quadro RTX 4000 is $152,591 SEK cheaper than the Quadro GV100.

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

VS
Price
SEK 158,501
VRAM
32 GB HBM2
Mem. Speed
870 GB/s
FP32 Compute
14.8 TFLOPS
Key Specs Advantage
+1500% Memory Bus (4096-bit vs 256-bit)
+122% CUDA Cores (5,120 vs 2,304)
+109% Bandwidth (870 GB/s vs 416 GB/s)

Quadro GV100 vs Quadro RTX 4000: In-Depth Breakdown

VRAM: Quadro GV100 vs Quadro RTX 4000

The Quadro GV100 carries 32GB of VRAM versus 8GB on the Quadro RTX 4000. 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 Quadro GV100 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 Quadro GV100 delivers 870 GB/s versus 416 GB/s on the Quadro RTX 4000, a 109% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the Quadro GV100 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 Quadro GV100 delivers 14.8 TFLOPS against 7.1 TFLOPS for the Quadro RTX 4000 — a 108% compute advantage. Training runs and heavy matrix operations will complete proportionally faster on the Quadro GV100.

Price & Value

The Quadro RTX 4000 lists from $5,910 SEK, $152,591 SEK less than the Quadro GV100 at $158,501 SEK. For budget-constrained teams, the savings may outweigh the spec gap — especially if the smaller card covers your typical workload.

Which should you buy: Quadro GV100 or Quadro RTX 4000?

Choose the Quadro GV100 for maximum capacity — it leads on VRAM, bandwidth, and compute, making it the better fit for large models and training jobs. The Quadro RTX 4000 is the more budget-friendly option ($152,591 SEK less) — a solid choice if your models fit within its 8GB and inference volume is moderate.

Frequently Asked Questions

Can the Quadro GV100 or Quadro RTX 4000 run large language models?

Both can, but the Quadro GV100 (32GB) handles larger models without quantization. The Quadro RTX 4000 (8GB) works well for smaller or heavily quantized models.

Which is faster for LLM inference, the Quadro GV100 or the Quadro RTX 4000?

The Quadro GV100 is faster for token generation — its 870 GB/s memory bandwidth vs 416 GB/s on the Quadro RTX 4000 is the primary driver of inference throughput in autoregressive models.

Which is better for AI training?

The Quadro GV100 has the advantage at 14.8 TFLOPS vs 7.1 TFLOPS, making training runs proportionally faster than on the Quadro RTX 4000.

Which should you buy: Quadro GV100 or Quadro RTX 4000?

Choose the Quadro GV100 for maximum capacity — it leads on VRAM, bandwidth, and compute, making it the better fit for large models and training jobs. The Quadro RTX 4000 is the more budget-friendly option ($152,591 SEK less) — a solid choice if your models fit within its 8GB and inference volume is moderate.

Technical Specifications Comparison

Architecture & Cores

Architecture & Cores specifications comparison between Quadro GV100 and Quadro RTX 4000
SpecificationQuadro GV100Quadro RTX 4000
ArchitectureVoltaTuring
CUDA Cores (CUDA Cores / CUDA Cores)5,1202,304

Memory

Memory specifications comparison between Quadro GV100 and Quadro RTX 4000
SpecificationQuadro GV100Quadro RTX 4000
VRAM Capacity32 GB8 GB
Memory TypeHBM2GDDR6
Memory Bus4096-bit256-bit
Bandwidth870 GB/s416 GB/s

Connectivity & Power

Connectivity & Power specifications comparison between Quadro GV100 and Quadro RTX 4000
SpecificationQuadro GV100Quadro RTX 4000
InterfacePCIe 3.0 x16PCIe 3.0 x16
TDP250 W160 W
ReleasedMar 2018Oct 2018

Workstation

Workstation specifications comparison between Quadro GV100 and Quadro RTX 4000
SpecificationQuadro GV100Quadro RTX 4000
FP32 (TFLOPS)14.8 TFLOPS7.1 TFLOPS
ECCYesYes
NVLinkYesNo
Form factordual-slotsingle-slot