NVIDIA GeForce RTX 4070 vs NVIDIA RTX A6000, AI & Machine Learning Comparison

NVIDIA GeForce RTX 4070
NVIDIA GeForce RTX 4070
vs
NVIDIA RTX A6000
NVIDIA RTX A6000

NVIDIA RTX A6000 wins 8 of 8 benchmarks, averaging 30.7% faster.

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

What the numbers say

The gap is widest in Qwen2.5-Coder 14B, where NVIDIA RTX A6000 leads by 35% (50.74 vs 68.51 tok/s); the closest fight is Qwen3 4B (23% 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 4070NVIDIA RTX A6000Difference
Qwen3 4B tok/s149.68184.34-19%
Llama 3.1 8B tok/s93.16124.87-25%
Qwen2.5-Coder 14B tok/s50.7468.51-26%
Qwen3 32B tok/s032.18n/a
Llama 3.3 70B tok/s015.73n/a
Z-Image Turbo images/min05.4n/a
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 GeForce RTX 4070 is faster on 0 of 1; NVIDIA RTX A6000 on 1.

WorkflowNVIDIA GeForce RTX 4070NVIDIA RTX A6000DifferenceCost per run
Full codebase review19.7 min14.6 minNVIDIA RTX A6000 1.35x faster$0.025 vs $0.080

Renting by the hour, NVIDIA GeForce RTX 4070 finishes 1 of 1 cheaper. The quicker card is not automatically the cheaper way to get the work done.

Cost to rent

CardPer hour
NVIDIA GeForce RTX 4070$0.076
NVIDIA RTX A6000$0.330

NVIDIA GeForce RTX 4070 is 4.34x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA GeForce RTX 4070NVIDIA RTX A6000
VRAM12GB48GB
ArchitectureAda LovelaceAmpere
Memory bandwidth504 GB/s768 GB/s
Boost clock2,475 MHz1,860 MHz
TDP200 W300 W
Launch MSRP$599$4,650
Release2023-04-132020-10-05

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 4070 or NVIDIA RTX A6000?
NVIDIA RTX A6000 performs better for ai & machine learning, winning 8 of 8 benchmarks in our suite with an average 30.7% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 4070 and NVIDIA RTX A6000?
NVIDIA GeForce RTX 4070 has 12GB VRAM and a 200W TDP, while NVIDIA RTX A6000 has 48GB VRAM and a 300W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 4070 and NVIDIA RTX A6000?
For AI, yes, NVIDIA RTX A6000 fits 8 more of our 12 workloads than NVIDIA GeForce RTX 4070. 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 4070 and NVIDIA RTX A6000?
Qwen2.5-Coder 14B: NVIDIA RTX A6000 leads by roughly 35% (50.74 vs 68.51 tok/s) in our testing.

NVIDIA GeForce RTX 4070 full review · NVIDIA RTX A6000 full review · All AI & Machine Learning rankings