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 Stable Diffusion XL, where NVIDIA Quadro RTX 8000 leads by 103% (3.04 vs 6.18 images/min); the closest fight is Qwen3 4B (1% apart); VRAM decides part of this one: NVIDIA Quadro RTX 8000 runs 7 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.
Benchmark results head-to-head
Benchmark
NVIDIA GeForce RTX 3070 Founders Edition
NVIDIA Quadro RTX 8000
Difference
Qwen3 4B tok/s
126.36
127.01
-1%
Llama 3.1 8B tok/s
80.95
84.68
-4%
Qwen2.5-Coder 14B tok/s
0
46.74
n/a
Qwen3 32B tok/s
0
21.98
n/a
Llama 3.3 70B tok/s
0
0
n/a
Stable Diffusion XL images/min
3.04
6.18
-51%
Z-Image Turbo images/min
0
0.45
n/a
FLUX.1 dev images/min
0
0.171
n/a
Specifications compared
NVIDIA GeForce RTX 3070 Founders Edition
NVIDIA Quadro RTX 8000
VRAM
8GB
48GB
Architecture
Ampere
Turing (TU102)
Memory bandwidth
448 GB/s
672 GB/s
Boost clock
1,725 MHz
1,770 MHz
TDP
220 W
260 W
Launch MSRP
$499
$9,999
Release
2020-10-29
2018-08-27
FAQ
Which is better for ai & machine learning: NVIDIA GeForce RTX 3070 Founders Edition or NVIDIA Quadro RTX 8000?
NVIDIA Quadro RTX 8000 performs better for ai & machine learning, winning 7 of 8 benchmarks in our suite with an average 36.1% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3070 Founders Edition and NVIDIA Quadro RTX 8000?
NVIDIA GeForce RTX 3070 Founders Edition has 8GB VRAM and a 220W TDP, while NVIDIA Quadro RTX 8000 has 48GB VRAM and a 260W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3070 Founders Edition and NVIDIA Quadro RTX 8000?
For AI, yes, NVIDIA Quadro RTX 8000 fits 9 more of our 12 workloads than NVIDIA GeForce RTX 3070 Founders Edition. 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 3070 Founders Edition and NVIDIA Quadro RTX 8000?
Stable Diffusion XL: NVIDIA Quadro RTX 8000 leads by roughly 103% (3.04 vs 6.18 images/min) in our testing.