NVIDIA GeForce RTX 3080 vs NVIDIA RTX A6000, AI & Machine Learning Comparison

NVIDIA GeForce RTX 3080
NVIDIA GeForce RTX 3080
vs
NVIDIA RTX A6000
NVIDIA RTX A6000

NVIDIA RTX A6000 wins 8 of 9 benchmarks, averaging 36.6% faster.

Both cards were measured first-party on our bench, same suite, same test rig.

What the numbers say

The gap is widest in Stable Diffusion XL, where NVIDIA RTX A6000 leads by 111% (4.76 vs 10.02 images/min); the closest fight is Qwen3 4B (0% apart); VRAM decides part of this one: NVIDIA RTX A6000 runs 9 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA GeForce RTX 3080NVIDIA RTX A6000Difference
Qwen3 4B tok/s184.08184.34-0%
Llama 3.1 8B tok/s125.85124.87+1%
Qwen2.5-Coder 14B tok/s068.51n/a
Qwen3 32B tok/s032.18n/a
Llama 3.3 70B tok/s015.73n/a
Stable Diffusion XL images/min4.7610.02-52%
Z-Image Turbo images/min05.4n/a
FLUX.1 dev images/min02.164n/a
FLUX.1 Kontext dev images/min01.05n/a

Cost to rent

CardPer hour
NVIDIA GeForce RTX 3080$0.029
NVIDIA RTX A6000$0.330

NVIDIA GeForce RTX 3080 is 11.38x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA GeForce RTX 3080NVIDIA RTX A6000
VRAM10GB48GB
ArchitectureAmpere (GA102)Ampere
Memory bandwidth760 GB/s768 GB/s
Boost clock1,710 MHz1,860 MHz
TDP320 W300 W
Launch MSRP$699$4,650
Release2020-09-172020-10-05

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 3080 or NVIDIA RTX A6000?
NVIDIA RTX A6000 performs better for ai & machine learning, winning 8 of 9 benchmarks in our suite with an average 36.6% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3080 and NVIDIA RTX A6000?
NVIDIA GeForce RTX 3080 has 10GB VRAM and a 320W TDP, while NVIDIA RTX A6000 has 48GB VRAM and a 300W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3080 and NVIDIA RTX A6000?
For AI, yes, NVIDIA RTX A6000 fits 9 more of our 12 workloads than NVIDIA GeForce RTX 3080. 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 3080 and NVIDIA RTX A6000?
Stable Diffusion XL: NVIDIA RTX A6000 leads by roughly 111% (4.76 vs 10.02 images/min) in our testing.

NVIDIA GeForce RTX 3080 full review · NVIDIA RTX A6000 full review · All AI & Machine Learning rankings