NVIDIA RTX 2000 Ada Generation vs NVIDIA RTX A4000, AI & Machine Learning Comparison

NVIDIA RTX 2000 Ada Generation
NVIDIA RTX 2000 Ada Generation
vs
NVIDIA RTX A4000
NVIDIA RTX A4000

NVIDIA RTX A4000 wins 4 of 10 benchmarks, averaging 65.4% 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 A4000 leads by 76% (23.35 vs 41.13 tok/s); the closest fight is Stable Diffusion XL (46% apart).

Benchmark results head-to-head

BenchmarkNVIDIA RTX 2000 Ada GenerationNVIDIA RTX A4000Difference
Qwen3 4B tok/s70.88116.23-39%
Llama 3.1 8B tok/s43.0875.52-43%
Qwen2.5-Coder 14B tok/s23.3541.13-43%
Qwen3 32B tok/s00n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min3.585.24-32%
FLUX.1 dev images/min00n/a
FLUX.1 Kontext dev images/min00n/a
Qwen-Image-Edit images/min00n/a
Wan 2.2 5B (720p) frames/s00n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA RTX 2000 Ada Generation is faster on 0 of 1; NVIDIA RTX A4000 on 1.

WorkflowNVIDIA RTX 2000 Ada GenerationNVIDIA RTX A4000DifferenceCost per run
Full codebase review42.8 min24.3 minNVIDIA RTX A4000 1.76x faster$0.171 vs $0.069

Renting by the hour, NVIDIA RTX A4000 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 RTX 2000 Ada Generation$0.240
NVIDIA RTX A4000$0.170

NVIDIA RTX A4000 is 1.41x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA RTX 2000 Ada GenerationNVIDIA RTX A4000
VRAM16GB16GB
ArchitectureAda LovelaceAmpere
Memory bandwidth224 GB/s448 GB/s
Boost clock2,130 MHz1,560 MHz
TDP70 W140 W
Launch MSRP$625$999
Release2024-02-122021-04-12

FAQ

Which is better for ai & machine learning: NVIDIA RTX 2000 Ada Generation or NVIDIA RTX A4000?
NVIDIA RTX A4000 performs better for ai & machine learning, winning 4 of 10 benchmarks in our suite with an average 65.4% advantage.
What are the main hardware differences between NVIDIA RTX 2000 Ada Generation and NVIDIA RTX A4000?
NVIDIA RTX 2000 Ada Generation has 16GB VRAM and a 70W TDP, while NVIDIA RTX A4000 has 16GB VRAM and a 140W TDP.
Where is the biggest performance difference between NVIDIA RTX 2000 Ada Generation and NVIDIA RTX A4000?
Qwen2.5-Coder 14B: NVIDIA RTX A4000 leads by roughly 76% (23.35 vs 41.13 tok/s) in our testing.

NVIDIA RTX 2000 Ada Generation full review · NVIDIA RTX A4000 full review · All AI & Machine Learning rankings