NVIDIA GeForce RTX 3080 vs NVIDIA RTX 4000 (Ada Generation), AI & Machine Learning Comparison

NVIDIA GeForce RTX 3080
NVIDIA GeForce RTX 3080
vs
NVIDIA RTX 4000 (Ada Generation)
NVIDIA RTX 4000 (Ada Generation)

NVIDIA RTX 4000 (Ada Generation) wins 4 of 11 benchmarks, averaging -16.5% 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 NVIDIA GeForce RTX 3080 leads by 89% (125.85 vs 66.59 tok/s); the closest fight is Stable Diffusion XL (38% apart); VRAM decides part of this one: NVIDIA RTX 4000 (Ada Generation) runs 6 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA GeForce RTX 3080NVIDIA RTX 4000 (Ada Generation)Difference
Qwen3 4B tok/s184.08110.18+67%
Llama 3.1 8B tok/s125.8566.59+89%
Qwen2.5-Coder 14B tok/s036.34n/a
Qwen3 32B tok/s00n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min4.766.56-27%
FLUX.1 dev images/min00n/a
FLUX.1 Kontext dev images/min00n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s02.06n/a
Wan 2.2 5B (720p) frames/s00.18n/a

Cost to rent

CardPer hour
NVIDIA GeForce RTX 3080$0.029
NVIDIA RTX 4000 (Ada Generation)$0.200

NVIDIA GeForce RTX 3080 is 6.90x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA GeForce RTX 3080NVIDIA RTX 4000 (Ada Generation)
VRAM10GB20GB
ArchitectureAmpere (GA102)Ada Lovelace
Memory bandwidth760 GB/s360 GB/s
Boost clock1,710 MHz2,175 MHz
TDP320 W130 W
Launch MSRP$699$1,250
Release2020-09-172023-08-09

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 3080 or NVIDIA RTX 4000 (Ada Generation)?
NVIDIA RTX 4000 (Ada Generation) performs better for ai & machine learning, winning 4 of 11 benchmarks in our suite with an average -16.5% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3080 and NVIDIA RTX 4000 (Ada Generation)?
NVIDIA GeForce RTX 3080 has 10GB VRAM and a 320W TDP, while NVIDIA RTX 4000 (Ada Generation) has 20GB VRAM and a 130W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3080 and NVIDIA RTX 4000 (Ada Generation)?
For AI, yes, NVIDIA RTX 4000 (Ada Generation) fits 4 more of our 12 workloads than NVIDIA GeForce RTX 3080. 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 3080 and NVIDIA RTX 4000 (Ada Generation)?
Llama 3.1 8B: NVIDIA GeForce RTX 3080 leads by roughly 89% (125.85 vs 66.59 tok/s) in our testing.

NVIDIA GeForce RTX 3080 full review · NVIDIA RTX 4000 (Ada Generation) full review · All AI & Machine Learning rankings