Which is better for ai & machine learning: GeForce RTX 5070 or NVIDIA RTX A4000?

GeForce RTX 5070 performs better for ai & machine learning, winning 3 of 10 benchmarks in our suite with an average 43.1% advantage.

What are the main hardware differences between GeForce RTX 5070 and NVIDIA RTX A4000?

GeForce RTX 5070 has 12GB VRAM and a 250W TDP, while NVIDIA RTX A4000 has 16GB VRAM and a 140W TDP.

Does VRAM matter more than speed between GeForce RTX 5070 and NVIDIA RTX A4000?

For AI, yes, NVIDIA RTX A4000 fits 2 more of our 12 workloads than GeForce RTX 5070. 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 GeForce RTX 5070 and NVIDIA RTX A4000?

Llama 3.1 8B: GeForce RTX 5070 leads by roughly 59% (119.87 vs 75.52 tok/s) in our testing.

GeForce RTX 5070 vs NVIDIA RTX A4000, AI & Machine Learning Comparison

GeForce RTX 5070 wins 3 of 10 benchmarks, averaging 43.1% faster.

GeForce RTX 5070'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 Llama 3.1 8B, where GeForce RTX 5070 leads by 59% (119.87 vs 75.52 tok/s); the closest fight is Stable Diffusion XL (16% apart); VRAM decides part of this one: NVIDIA RTX A4000 runs 4 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.

Benchmark results head-to-head

Benchmark	GeForce RTX 5070	NVIDIA RTX A4000	Difference
Qwen3 4B tok/s	180.21	116.23	+55%
Llama 3.1 8B tok/s	119.87	75.52	+59%
Qwen2.5-Coder 14B tok/s	0	41.13	n/a
Qwen3 32B tok/s	0	0	n/a
Llama 3.3 70B tok/s	0	0	n/a
Stable Diffusion XL images/min	6.06	5.24	+16%
FLUX.1 dev images/min	0	0	n/a
FLUX.1 Kontext dev images/min	0	0	n/a
Qwen-Image-Edit images/min	0	0	n/a
Wan 2.2 5B (720p) frames/s	0	0	n/a

Specifications compared

	GeForce RTX 5070	NVIDIA RTX A4000
VRAM	12GB	16GB
Architecture	Blackwell	Ampere
Memory bandwidth	672 GB/s	448 GB/s
Boost clock	2,512 MHz	1,560 MHz
TDP	250 W	140 W
Launch MSRP	$549	$999
Release	2025-03-05	2021-04-12

FAQ

Which is better for ai & machine learning: GeForce RTX 5070 or NVIDIA RTX A4000?: GeForce RTX 5070 performs better for ai & machine learning, winning 3 of 10 benchmarks in our suite with an average 43.1% advantage.
What are the main hardware differences between GeForce RTX 5070 and NVIDIA RTX A4000?: GeForce RTX 5070 has 12GB VRAM and a 250W TDP, while NVIDIA RTX A4000 has 16GB VRAM and a 140W TDP.
Does VRAM matter more than speed between GeForce RTX 5070 and NVIDIA RTX A4000?: For AI, yes, NVIDIA RTX A4000 fits 2 more of our 12 workloads than GeForce RTX 5070. 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 GeForce RTX 5070 and NVIDIA RTX A4000?: Llama 3.1 8B: GeForce RTX 5070 leads by roughly 59% (119.87 vs 75.52 tok/s) in our testing.

GeForce RTX 5070 full review · NVIDIA RTX A4000 full review · All AI & Machine Learning rankings