NVIDIA GeForce RTX 3060 vs NVIDIA Quadro RTX 8000, AI & Machine Learning Comparison

NVIDIA GeForce RTX 3060
NVIDIA GeForce RTX 3060
vs
NVIDIA Quadro RTX 8000
NVIDIA Quadro RTX 8000

NVIDIA Quadro RTX 8000 wins 7 of 8 benchmarks, averaging 49% 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 Stable Diffusion XL, where NVIDIA Quadro RTX 8000 leads by 110% (2.94 vs 6.18 images/min); the closest fight is Qwen3 4B (24% apart); VRAM decides part of this one: NVIDIA Quadro RTX 8000 runs 7 of our 12 AI workloads while the other card runs 4, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA GeForce RTX 3060NVIDIA Quadro RTX 8000Difference
Qwen3 4B tok/s102.04127.01-20%
Llama 3.1 8B tok/s65.3684.68-23%
Qwen2.5-Coder 14B tok/s35.5246.74-24%
Qwen3 32B tok/s021.98n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min2.946.18-52%
Z-Image Turbo images/min00.45n/a
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 3060 is faster on 0 of 1; NVIDIA Quadro RTX 8000 on 1.

WorkflowNVIDIA GeForce RTX 3060NVIDIA Quadro RTX 8000Difference
Full codebase review28.2 min21.4 minNVIDIA Quadro RTX 8000 1.32x faster

Specifications compared

NVIDIA GeForce RTX 3060NVIDIA Quadro RTX 8000
VRAM12GB48GB
ArchitectureAmpere (GA106)Turing (TU102)
Memory bandwidth360 GB/s672 GB/s
Boost clock1,777 MHz1,770 MHz
TDP170 W260 W
Launch MSRP$329$9,999
Release2021-02-252018-08-27

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 3060 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 49% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3060 and NVIDIA Quadro RTX 8000?
NVIDIA GeForce RTX 3060 has 12GB VRAM and a 170W TDP, while NVIDIA Quadro RTX 8000 has 48GB VRAM and a 260W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3060 and NVIDIA Quadro RTX 8000?
For AI, yes, NVIDIA Quadro RTX 8000 fits 8 more of our 12 workloads than NVIDIA GeForce RTX 3060. 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 3060 and NVIDIA Quadro RTX 8000?
Stable Diffusion XL: NVIDIA Quadro RTX 8000 leads by roughly 110% (2.94 vs 6.18 images/min) in our testing.

NVIDIA GeForce RTX 3060 full review · NVIDIA Quadro RTX 8000 full review · All AI & Machine Learning rankings