NVIDIA GeForce RTX 3090 vs NVIDIA Quadro RTX 8000, AI & Machine Learning Comparison

NVIDIA GeForce RTX 3090
NVIDIA GeForce RTX 3090
vs
NVIDIA Quadro RTX 8000
NVIDIA Quadro RTX 8000

NVIDIA GeForce RTX 3090 wins 6 of 8 benchmarks, averaging 174.3% faster.

NVIDIA Quadro RTX 8000's numbers are anchored estimates calibrated against our measured cards, pending first-party measurement. Treat small gaps as ties.

What the numbers say

The gap is widest in Z-Image Turbo, where NVIDIA GeForce RTX 3090 leads by 750% (3.825 vs 0.45 images/min); the closest fight is Stable Diffusion XL (21% apart); VRAM decides part of this one: NVIDIA Quadro RTX 8000 runs 8 of our 12 AI workloads while the other card runs 7, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA GeForce RTX 3090NVIDIA Quadro RTX 8000Difference
Qwen3 4B tok/s206.67127.01+63%
Llama 3.1 8B tok/s144.984.68+71%
Qwen2.5-Coder 14B tok/s78.7946.74+69%
Qwen3 32B tok/s37.9521.98+73%
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min7.466.18+21%
Z-Image Turbo images/min3.8250.45+750%
FLUX.1 dev images/min00.171n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 3090 is faster on 2 of 2; NVIDIA Quadro RTX 8000 on 0.

WorkflowNVIDIA GeForce RTX 3090NVIDIA Quadro RTX 8000Difference
24-frame storyboard8.3 min54.9 minNVIDIA GeForce RTX 3090 6.64x faster
Full codebase review12.7 min21.4 minNVIDIA GeForce RTX 3090 1.69x faster

Specifications compared

NVIDIA GeForce RTX 3090NVIDIA Quadro RTX 8000
VRAM24GB48GB
ArchitectureAmpere (GA102)Turing (TU102)
Memory bandwidth936.2 GB/s672 GB/s
Boost clock1,695 MHz1,770 MHz
TDP350 W260 W
Launch MSRP$1,499$9,999
Release2020-09-242018-08-27

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 3090 or NVIDIA Quadro RTX 8000?
NVIDIA GeForce RTX 3090 performs better for ai & machine learning, winning 6 of 8 benchmarks in our suite with an average 174.3% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3090 and NVIDIA Quadro RTX 8000?
NVIDIA GeForce RTX 3090 has 24GB VRAM and a 350W TDP, while NVIDIA Quadro RTX 8000 has 48GB VRAM and a 260W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3090 and NVIDIA Quadro RTX 8000?
For AI, yes, NVIDIA Quadro RTX 8000 fits 4 more of our 12 workloads than NVIDIA GeForce RTX 3090. A model that exceeds VRAM doesn't run slower, it doesn't run at all, so the card that fits the model wins that workload outright.
Where is the biggest performance difference between NVIDIA GeForce RTX 3090 and NVIDIA Quadro RTX 8000?
Z-Image Turbo: NVIDIA GeForce RTX 3090 leads by roughly 338% (3.825 vs 0.45 images/min) in our testing.

NVIDIA GeForce RTX 3090 full review · NVIDIA Quadro RTX 8000 full review · All AI & Machine Learning rankings