NVIDIA RTX 4000 (Ada Generation) vs NVIDIA RTX 5000 Ada Generation, AI & Machine Learning Comparison

NVIDIA RTX 4000 (Ada Generation)
NVIDIA RTX 4000 (Ada Generation)
vs
NVIDIA RTX 5000 Ada Generation
NVIDIA RTX 5000 Ada Generation

NVIDIA RTX 5000 Ada Generation wins 9 of 11 benchmarks, averaging 65.8% faster.

NVIDIA RTX 4000 (Ada Generation)'s numbers are anchored estimates calibrated against our measured cards, pending first-party measurement. Treat small gaps as ties.

What the numbers say

The gap is widest in Stable Diffusion XL, where NVIDIA RTX 5000 Ada Generation leads by 94% (6.56 vs 12.74 images/min); the closest fight is Qwen3 4B (55% apart); VRAM decides part of this one: NVIDIA RTX 5000 Ada Generation runs 21 of our 12 AI workloads while the other card runs 10, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA RTX 4000 (Ada Generation)NVIDIA RTX 5000 Ada GenerationDifference
Qwen3 4B tok/s110.18170.72-35%
Llama 3.1 8B tok/s66.59103.18-35%
Qwen2.5-Coder 14B tok/s36.3456.66-36%
Qwen3 32B tok/s025.88n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min6.5612.74-49%
FLUX.1 Kontext dev images/min00.793n/a
FLUX.1 dev images/min01.286n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s2.063.23-36%
Wan 2.2 5B (720p) frames/s0.180.32-44%

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA RTX 4000 (Ada Generation) is faster on 0 of 1; NVIDIA RTX 5000 Ada Generation on 1.

WorkflowNVIDIA RTX 4000 (Ada Generation)NVIDIA RTX 5000 Ada GenerationDifference
Full codebase review27.5 min17.6 minNVIDIA RTX 5000 Ada Generation 1.56x faster

Specifications compared

NVIDIA RTX 4000 (Ada Generation)NVIDIA RTX 5000 Ada Generation
VRAM20GB32GB
Transistors35,800M76,300M
Die size294.5 mm²608.4 mm²
Process node4 nm4 nm
Transistor density121.6 M/mm²125.4 M/mm²
ArchitectureAda LovelaceAda Lovelace
Memory bandwidth360 GB/s576 GB/s
Boost clock2,175 MHz2,550 MHz
TDP130 W250 W
Launch MSRP$1,250$4,000
Release2023-08-092023-08-09

FAQ

Which is better for ai & machine learning: NVIDIA RTX 4000 (Ada Generation) or NVIDIA RTX 5000 Ada Generation?
NVIDIA RTX 5000 Ada Generation performs better for ai & machine learning, winning 9 of 11 benchmarks in our suite with an average 65.8% advantage.
What are the main hardware differences between NVIDIA RTX 4000 (Ada Generation) and NVIDIA RTX 5000 Ada Generation?
NVIDIA RTX 4000 (Ada Generation) has 20GB VRAM and a 130W TDP, while NVIDIA RTX 5000 Ada Generation has 32GB VRAM and a 250W TDP.
Does VRAM matter more than speed between NVIDIA RTX 4000 (Ada Generation) and NVIDIA RTX 5000 Ada Generation?
For AI, yes, NVIDIA RTX 5000 Ada Generation fits 4 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 RTX 4000 (Ada Generation) and NVIDIA RTX 5000 Ada Generation?
Stable Diffusion XL: NVIDIA RTX 5000 Ada Generation leads by roughly 94% (6.56 vs 12.74 images/min) in our testing.

NVIDIA RTX 4000 (Ada Generation) full review · NVIDIA RTX 5000 Ada Generation full review · All AI & Machine Learning rankings