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Quadro RTX 3000 vs RTX 4000 SFF Ada Generation

Workstation Verdict

With 20GB on board versus 6GB for the Quadro RTX 3000, the RTX 4000 SFF Ada Generation carries more headroom for large models and memory-hungry workloads. Its memory bandwidth is 20% higher (336 GB/s vs 280 GB/s), translating directly to faster inference throughput. Price-wise, the Quadro RTX 3000 undercuts the RTX 4000 SFF Ada Generation by $1,299 EUR.

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

VS
Price
€949
VRAM
6 GB GDDR6
Mem. Speed
336 GB/s
FP32 Compute
5.3 TFLOPS
Key Specs Advantage
+20% Bandwidth (336 GB/s vs 280 GB/s)
+20% Memory Bus (192-bit vs 160-bit)
Price
€2,248
VRAM
20 GB GDDR6
Mem. Speed
280 GB/s
FP32 Compute
19.2 TFLOPS
Key Specs Advantage
+262% FP32 (TFLOPS) (19.2 TFLOPS vs 5.3 TFLOPS)
+220% CUDA Cores (6,144 vs 1,920)

Quadro RTX 3000 vs RTX 4000 SFF Ada Generation: In-Depth Breakdown

VRAM: Quadro RTX 3000 vs RTX 4000 SFF Ada Generation

With 20GB of VRAM against the Quadro RTX 3000's 6GB, the RTX 4000 SFF Ada Generation has a 14GB edge. VRAM is what determines whether a model fits without quantization at all — a 70B-parameter model in FP16 needs around 140GB, and smaller models still benefit from spare capacity. That extra headroom lets the RTX 4000 SFF Ada Generation load bigger models and run larger production batch sizes.

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 RTX 3000 delivers 336 GB/s versus 280 GB/s on the RTX 4000 SFF Ada Generation, a 20% edge. For models already loaded into VRAM, token generation speed scales closely with this number: the Quadro RTX 3000 will produce tokens proportionally faster in bandwidth-bound workloads.

AI Training & Compute

FP32 throughput is the metric that matters most for training, scientific simulation, and rendering work. The RTX 4000 SFF Ada Generation posts 19.2 TFLOPS versus 5.3 TFLOPS on the Quadro RTX 3000, a 262% compute lead. Expect training jobs and heavy matrix math to finish proportionally sooner on the RTX 4000 SFF Ada Generation.

Price & Value

The Quadro RTX 3000 lists from $949 EUR, $1,299 EUR less than the RTX 4000 SFF Ada Generation at $2,248 EUR. 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 RTX 3000 or RTX 4000 SFF Ada Generation?

The two cards trade off differently. Pick the RTX 4000 SFF Ada Generation when VRAM capacity for larger models is the limiting factor. Pick the Quadro RTX 3000 when your models already fit and you'd rather have the inference speed its higher memory bandwidth provides.

Frequently Asked Questions

Can the Quadro RTX 3000 or RTX 4000 SFF Ada Generation run large language models?

Both can, but the RTX 4000 SFF Ada Generation (20GB) handles larger models without quantization. The Quadro RTX 3000 (6GB) works well for smaller or heavily quantized models.

Which is faster for LLM inference, the Quadro RTX 3000 or the RTX 4000 SFF Ada Generation?

The Quadro RTX 3000 generates tokens faster: its 336 GB/s of memory bandwidth against 280 GB/s on the RTX 4000 SFF Ada Generation is the main factor behind inference throughput in autoregressive models.

Which is better for AI training?

The RTX 4000 SFF Ada Generation has the advantage at 19.2 TFLOPS vs 5.3 TFLOPS, making training runs proportionally faster than on the Quadro RTX 3000.

Which should you buy: Quadro RTX 3000 or RTX 4000 SFF Ada Generation?

The two cards trade off differently. Pick the RTX 4000 SFF Ada Generation when VRAM capacity for larger models is the limiting factor. Pick the Quadro RTX 3000 when your models already fit and you'd rather have the inference speed its higher memory bandwidth provides.

Technical Specifications Comparison

Architecture & Cores

Architecture & Cores specifications comparison between Quadro RTX 3000 and RTX 4000 SFF Ada Generation
SpecificationQuadro RTX 3000RTX 4000 SFF Ada Generation
ArchitectureTuringAda Lovelace
CUDA Cores (CUDA Cores / CUDA Cores)1,9206,144

Memory

Memory specifications comparison between Quadro RTX 3000 and RTX 4000 SFF Ada Generation
SpecificationQuadro RTX 3000RTX 4000 SFF Ada Generation
VRAM Capacity6 GB20 GB
Memory TypeGDDR6GDDR6
Memory Bus192-bit160-bit
Bandwidth336 GB/s280 GB/s

Connectivity & Power

Connectivity & Power specifications comparison between Quadro RTX 3000 and RTX 4000 SFF Ada Generation
SpecificationQuadro RTX 3000RTX 4000 SFF Ada Generation
InterfacePCIe 3.0 x16PCIe 4.0 x16
TDP160 W70 W
ReleasedApr 2019

Workstation

Workstation specifications comparison between Quadro RTX 3000 and RTX 4000 SFF Ada Generation
SpecificationQuadro RTX 3000RTX 4000 SFF Ada Generation
FP32 (TFLOPS)5.3 TFLOPS19.2 TFLOPS
ECCYesYes
NVLinkNoNo
Form factorsingle-slotlow-profile