NVIDIA Quadro RTX 6000 (Turing) vs NVIDIA RTX A6000, AI & Machine Learning Comparison

NVIDIA Quadro RTX 6000 (Turing)
NVIDIA Quadro RTX 6000 (Turing)
vs
NVIDIA RTX A6000
NVIDIA RTX A6000

NVIDIA RTX A6000 wins 8 of 8 benchmarks, averaging 52.8% faster.

NVIDIA Quadro RTX 6000 (Turing)'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 RTX A6000 leads by 69% (5.94 vs 10.02 images/min); the closest fight is Qwen3 4B (47% apart); VRAM decides part of this one: NVIDIA RTX A6000 runs 9 of our 12 AI workloads while the other card runs 4, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA Quadro RTX 6000 (Turing)NVIDIA RTX A6000Difference
Qwen3 4B tok/s125.23184.34-32%
Llama 3.1 8B tok/s84.21124.87-33%
Qwen2.5-Coder 14B tok/s46.5468.51-32%
Qwen3 32B tok/s032.18n/a
Llama 3.3 70B tok/s015.73n/a
Stable Diffusion XL images/min5.9410.02-41%
FLUX.1 dev images/min02.164n/a
FLUX.1 Kontext dev images/min01.05n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA Quadro RTX 6000 (Turing) is faster on 0 of 1; NVIDIA RTX A6000 on 1.

WorkflowNVIDIA Quadro RTX 6000 (Turing)NVIDIA RTX A6000Difference
Full codebase review21.5 min14.6 minNVIDIA RTX A6000 1.47x faster

Specifications compared

NVIDIA Quadro RTX 6000 (Turing)NVIDIA RTX A6000
VRAM24GB48GB
ArchitectureTuring (TU102)Ampere
Memory bandwidth672 GB/s768 GB/s
Boost clock1,770 MHz1,860 MHz
TDP260 W300 W
Launch MSRP$6,300$4,650
Release2018-08-142020-10-05

FAQ

Which is better for ai & machine learning: NVIDIA Quadro RTX 6000 (Turing) or NVIDIA RTX A6000?
NVIDIA RTX A6000 performs better for ai & machine learning, winning 8 of 8 benchmarks in our suite with an average 52.8% advantage.
What are the main hardware differences between NVIDIA Quadro RTX 6000 (Turing) and NVIDIA RTX A6000?
NVIDIA Quadro RTX 6000 (Turing) has 24GB VRAM and a 260W TDP, while NVIDIA RTX A6000 has 48GB VRAM and a 300W TDP.
Does VRAM matter more than speed between NVIDIA Quadro RTX 6000 (Turing) and NVIDIA RTX A6000?
For AI, yes, NVIDIA RTX A6000 fits 4 more of our 12 workloads than NVIDIA Quadro RTX 6000 (Turing). 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 Quadro RTX 6000 (Turing) and NVIDIA RTX A6000?
Stable Diffusion XL: NVIDIA RTX A6000 leads by roughly 69% (5.94 vs 10.02 images/min) in our testing.

NVIDIA Quadro RTX 6000 (Turing) full review · NVIDIA RTX A6000 full review · All AI & Machine Learning rankings