NVIDIA GeForce RTX 4080 vs NVIDIA RTX 5000 Ada Generation, AI & Machine Learning Comparison

NVIDIA GeForce RTX 4080
NVIDIA GeForce RTX 4080
vs
NVIDIA RTX 5000 Ada Generation
NVIDIA RTX 5000 Ada Generation

NVIDIA RTX 5000 Ada Generation wins 6 of 12 benchmarks, averaging 17.4% faster.

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

What the numbers say

The gap is widest in Z-Image Turbo, where NVIDIA RTX 5000 Ada Generation leads by 132% (2.55 vs 5.925 images/min); the closest fight is LTX-Video (distilled) (0% apart); VRAM decides part of this one: NVIDIA RTX 5000 Ada Generation runs 10 of our 12 AI workloads while the other card runs 6, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA GeForce RTX 4080NVIDIA RTX 5000 Ada GenerationDifference
Qwen3 4B tok/s201.76170.72+18%
Llama 3.1 8B tok/s127.09103.18+23%
Qwen2.5-Coder 14B tok/s69.9356.66+23%
Qwen3 32B tok/s025.88n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min10.1612.74-20%
Z-Image Turbo images/min2.555.925-57%
FLUX.1 dev images/min01.286n/a
FLUX.1 Kontext dev images/min00.793n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s3.233.230%
Wan 2.2 5B (720p) frames/s00.32n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 4080 is faster on 1 of 1; NVIDIA RTX 5000 Ada Generation on 0.

WorkflowNVIDIA GeForce RTX 4080NVIDIA RTX 5000 Ada GenerationDifference
Full codebase review14.3 min17.6 minNVIDIA GeForce RTX 4080 1.23x faster

Specifications compared

NVIDIA GeForce RTX 4080NVIDIA RTX 5000 Ada Generation
VRAM16GB32GB
ArchitectureAda Lovelace (AD103)Ada Lovelace
Memory bandwidth716.8 GB/s576 GB/s
Boost clock2,505 MHz2,550 MHz
TDP320 W250 W
Launch MSRP$1,199$4,000
Release2022-11-162023-08-09

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 4080 or NVIDIA RTX 5000 Ada Generation?
NVIDIA RTX 5000 Ada Generation performs better for ai & machine learning, winning 6 of 12 benchmarks in our suite with an average 17.4% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 4080 and NVIDIA RTX 5000 Ada Generation?
NVIDIA GeForce RTX 4080 has 16GB VRAM and a 320W TDP, while NVIDIA RTX 5000 Ada Generation has 32GB VRAM and a 250W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 4080 and NVIDIA RTX 5000 Ada Generation?
For AI, yes, NVIDIA RTX 5000 Ada Generation fits 4 more of our 12 workloads than NVIDIA GeForce RTX 4080. 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 4080 and NVIDIA RTX 5000 Ada Generation?
Z-Image Turbo: NVIDIA RTX 5000 Ada Generation leads by roughly 132% (2.55 vs 5.925 images/min) in our testing.

NVIDIA GeForce RTX 4080 full review · NVIDIA RTX 5000 Ada Generation full review · All AI & Machine Learning rankings