GeForce RTX 4080 Super vs NVIDIA RTX 6000 Ada Generation, AI & Machine Learning Comparison

GeForce RTX 4080 Super
GeForce RTX 4080 Super
vs
NVIDIA RTX 6000 Ada Generation
NVIDIA RTX 6000 Ada Generation

NVIDIA RTX 6000 Ada Generation wins 9 of 9 benchmarks, averaging 133.7% faster.

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

What the numbers say

The gap is widest in Z-Image Turbo, where NVIDIA RTX 6000 Ada Generation leads by 580% (0.75 vs 5.1 images/min); the closest fight is Stable Diffusion XL (17% apart); VRAM decides part of this one: NVIDIA RTX 6000 Ada Generation runs 9 of our 12 AI workloads while the other card runs 6, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkGeForce RTX 4080 SuperNVIDIA RTX 6000 Ada GenerationDifference
Qwen3 4B tok/s197.53241.33-18%
Llama 3.1 8B tok/s126.29157.89-20%
Qwen2.5-Coder 14B tok/s70.5587.51-19%
Qwen3 32B tok/s039.87n/a
Llama 3.3 70B tok/s018.4n/a
Stable Diffusion XL images/min9.1210.7-15%
Z-Image Turbo images/min0.755.1-85%
FLUX.1 dev images/min02.229n/a
FLUX.1 Kontext dev images/min01.029n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. GeForce RTX 4080 Super is faster on 0 of 1; NVIDIA RTX 6000 Ada Generation on 1.

WorkflowGeForce RTX 4080 SuperNVIDIA RTX 6000 Ada GenerationDifferenceCost per run
Full codebase review14.2 min11.4 minNVIDIA RTX 6000 Ada Generation 1.24x faster$0.066 vs $0.141

Renting by the hour, GeForce RTX 4080 Super finishes 1 of 1 cheaper. The quicker card is not automatically the cheaper way to get the work done.

Cost to rent

CardPer hour
GeForce RTX 4080 Super$0.280
NVIDIA RTX 6000 Ada Generation$0.740

GeForce RTX 4080 Super is 2.64x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

GeForce RTX 4080 SuperNVIDIA RTX 6000 Ada Generation
VRAM16GB48GB
ArchitectureAda LovelaceAda Lovelace
Memory bandwidth736 GB/s960 GB/s
Boost clock2,505 MHz2,505 MHz
TDP320 W300 W
Launch MSRP$999$6,799
Release2024-01-312022-12-03

FAQ

Which is better for ai & machine learning: GeForce RTX 4080 Super or NVIDIA RTX 6000 Ada Generation?
NVIDIA RTX 6000 Ada Generation performs better for ai & machine learning, winning 9 of 9 benchmarks in our suite with an average 133.7% advantage.
What are the main hardware differences between GeForce RTX 4080 Super and NVIDIA RTX 6000 Ada Generation?
GeForce RTX 4080 Super has 16GB VRAM and a 320W TDP, while NVIDIA RTX 6000 Ada Generation has 48GB VRAM and a 300W TDP.
Does VRAM matter more than speed between GeForce RTX 4080 Super and NVIDIA RTX 6000 Ada Generation?
For AI, yes, NVIDIA RTX 6000 Ada Generation fits 6 more of our 12 workloads than GeForce RTX 4080 Super. 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 4080 Super and NVIDIA RTX 6000 Ada Generation?
Z-Image Turbo: NVIDIA RTX 6000 Ada Generation leads by roughly 435% (0.75 vs 5.1 images/min) in our testing.

GeForce RTX 4080 Super full review · NVIDIA RTX 6000 Ada Generation full review · All AI & Machine Learning rankings