NVIDIA GeForce RTX 3090 vs NVIDIA RTX 4000 (Ada Generation), AI & Machine Learning Comparison

NVIDIA GeForce RTX 3090
NVIDIA GeForce RTX 3090
vs
NVIDIA RTX 4000 (Ada Generation)
NVIDIA RTX 4000 (Ada Generation)

NVIDIA GeForce RTX 3090 wins 7 of 11 benchmarks, averaging 60.5% 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 3090 leads by 118% (144.9 vs 66.59 tok/s); the closest fight is LTX-Video (distilled) (5% apart); VRAM decides part of this one: NVIDIA GeForce RTX 3090 runs 8 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 3090NVIDIA RTX 4000 (Ada Generation)Difference
Qwen3 4B tok/s206.67110.18+88%
Llama 3.1 8B tok/s144.966.59+118%
Qwen2.5-Coder 14B tok/s78.7936.34+117%
Qwen3 32B tok/s37.950n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min7.466.56+14%
FLUX.1 dev images/min00n/a
FLUX.1 Kontext dev images/min00n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s2.172.06+5%
Wan 2.2 5B (720p) frames/s0.220.18+22%

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 3090 is faster on 1 of 1; NVIDIA RTX 4000 (Ada Generation) on 0.

WorkflowNVIDIA GeForce RTX 3090NVIDIA RTX 4000 (Ada Generation)DifferenceCost per run
Full codebase review12.7 min27.5 minNVIDIA GeForce RTX 3090 2.17x faster$0.015 vs $0.092

Renting by the hour, NVIDIA GeForce RTX 3090 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 GeForce RTX 3090$0.069
NVIDIA RTX 4000 (Ada Generation)$0.200

NVIDIA GeForce RTX 3090 is 2.90x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA GeForce RTX 3090NVIDIA RTX 4000 (Ada Generation)
VRAM24GB20GB
ArchitectureAmpere (GA102)Ada Lovelace
Memory bandwidth936.2 GB/s360 GB/s
Boost clock1,695 MHz2,175 MHz
TDP350 W130 W
Launch MSRP$1,499$1,250
Release2020-09-242023-08-09

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 3090 or NVIDIA RTX 4000 (Ada Generation)?
NVIDIA GeForce RTX 3090 performs better for ai & machine learning, winning 7 of 11 benchmarks in our suite with an average 60.5% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 3090 and NVIDIA RTX 4000 (Ada Generation)?
NVIDIA GeForce RTX 3090 has 24GB VRAM and a 350W TDP, while NVIDIA RTX 4000 (Ada Generation) has 20GB VRAM and a 130W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 3090 and NVIDIA RTX 4000 (Ada Generation)?
For AI, yes, NVIDIA GeForce RTX 3090 fits 1 more of our 12 workloads than NVIDIA RTX 4000 (Ada Generation). 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 3090 and NVIDIA RTX 4000 (Ada Generation)?
Llama 3.1 8B: NVIDIA GeForce RTX 3090 leads by roughly 118% (144.9 vs 66.59 tok/s) in our testing.

NVIDIA GeForce RTX 3090 full review · NVIDIA RTX 4000 (Ada Generation) full review · All AI & Machine Learning rankings