GeForce RTX 5080 vs NVIDIA RTX 4000 (Ada Generation), AI & Machine Learning Comparison

GeForce RTX 5080
GeForce RTX 5080
vs
NVIDIA RTX 4000 (Ada Generation)
NVIDIA RTX 4000 (Ada Generation)

GeForce RTX 5080 wins 5 of 11 benchmarks, averaging 89% faster.

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

What the numbers say

The gap is widest in Llama 3.1 8B, where GeForce RTX 5080 leads by 126% (150.71 vs 66.59 tok/s); the closest fight is Stable Diffusion XL (35% apart); VRAM decides part of this one: NVIDIA RTX 4000 (Ada Generation) runs 6 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 5080NVIDIA RTX 4000 (Ada Generation)Difference
Qwen3 4B tok/s215.89110.18+96%
Llama 3.1 8B tok/s150.7166.59+126%
Qwen2.5-Coder 14B tok/s81.9736.34+126%
Qwen3 32B tok/s00n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min8.866.56+35%
FLUX.1 dev images/min00n/a
FLUX.1 Kontext dev images/min00n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s3.342.06+62%
Wan 2.2 5B (720p) frames/s00.18n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. GeForce RTX 5080 is faster on 1 of 1; NVIDIA RTX 4000 (Ada Generation) on 0.

WorkflowGeForce RTX 5080NVIDIA RTX 4000 (Ada Generation)DifferenceCost per run
Full codebase review12.2 min27.5 minGeForce RTX 5080 2.26x faster$0.027 vs $0.092

Renting by the hour, GeForce RTX 5080 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 5080$0.135
NVIDIA RTX 4000 (Ada Generation)$0.200

GeForce RTX 5080 is 1.48x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

GeForce RTX 5080NVIDIA RTX 4000 (Ada Generation)
VRAM16GB20GB
ArchitectureBlackwell (GB203)Ada Lovelace
Memory bandwidth960 GB/s360 GB/s
Boost clock2,617 MHz2,175 MHz
TDP360 W130 W
Launch MSRP$999$1,250
Release2025-01-302023-08-09

FAQ

Which is better for ai & machine learning: GeForce RTX 5080 or NVIDIA RTX 4000 (Ada Generation)?
GeForce RTX 5080 performs better for ai & machine learning, winning 5 of 11 benchmarks in our suite with an average 89% advantage.
What are the main hardware differences between GeForce RTX 5080 and NVIDIA RTX 4000 (Ada Generation)?
GeForce RTX 5080 has 16GB VRAM and a 360W TDP, while NVIDIA RTX 4000 (Ada Generation) has 20GB VRAM and a 130W TDP.
Does VRAM matter more than speed between GeForce RTX 5080 and NVIDIA RTX 4000 (Ada Generation)?
For AI, yes, NVIDIA RTX 4000 (Ada Generation) fits 1 more of our 12 workloads than GeForce RTX 5080. 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 5080 and NVIDIA RTX 4000 (Ada Generation)?
Llama 3.1 8B: GeForce RTX 5080 leads by roughly 126% (150.71 vs 66.59 tok/s) in our testing.

GeForce RTX 5080 full review · NVIDIA RTX 4000 (Ada Generation) full review · All AI & Machine Learning rankings