NVIDIA RTX 5000 Ada Generation vs NVIDIA RTX PRO 4000 Blackwell, AI & Machine Learning Comparison

NVIDIA RTX 5000 Ada Generation
NVIDIA RTX 5000 Ada Generation
vs
NVIDIA RTX PRO 4000 Blackwell
NVIDIA RTX PRO 4000 Blackwell

NVIDIA RTX 5000 Ada Generation wins 6 of 12 benchmarks, averaging 10.4% faster.

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

What the numbers say

The gap is widest in Stable Diffusion XL, where NVIDIA RTX 5000 Ada Generation leads by 49% (12.74 vs 8.56 images/min); the closest fight is LTX-Video (distilled) (4% apart); VRAM decides part of this one: NVIDIA RTX 5000 Ada Generation runs 10 of our 12 AI workloads while the other card runs 8, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA RTX 5000 Ada GenerationNVIDIA RTX PRO 4000 BlackwellDifference
Qwen3 4B tok/s170.72179.58-5%
Llama 3.1 8B tok/s103.18112.36-8%
Qwen2.5-Coder 14B tok/s56.6660.62-7%
Qwen3 32B tok/s25.8827.8-7%
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min12.748.56+49%
Z-Image Turbo images/min5.9254.425+34%
FLUX.1 dev images/min1.2860n/a
FLUX.1 Kontext dev images/min0.7930n/a
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s3.233.1+4%
Wan 2.2 5B (720p) frames/s0.320.26+23%

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA RTX 5000 Ada Generation is faster on 3 of 4; NVIDIA RTX PRO 4000 Blackwell on 1.

WorkflowNVIDIA RTX 5000 Ada GenerationNVIDIA RTX PRO 4000 BlackwellDifference
24-frame storyboard5.1 min6.4 minNVIDIA RTX 5000 Ada Generation 1.25x faster
60-second AI short film9.5 min10.2 minNVIDIA RTX 5000 Ada Generation 1.08x faster
Full codebase review17.6 min16.5 minNVIDIA RTX PRO 4000 Blackwell 1.07x faster
10 short social clips27.9 min34.2 minNVIDIA RTX 5000 Ada Generation 1.23x faster

Specifications compared

NVIDIA RTX 5000 Ada GenerationNVIDIA RTX PRO 4000 Blackwell
VRAM32GB24GB
ArchitectureAda LovelaceBlackwell
Memory bandwidth576 GB/s672 GB/s
Boost clock2,550 MHz2,617 MHz
TDP250 W140 W
Launch MSRP$4,000$1,500
Release2023-08-092025-08-01

FAQ

Which is better for ai & machine learning: NVIDIA RTX 5000 Ada Generation or NVIDIA RTX PRO 4000 Blackwell?
NVIDIA RTX 5000 Ada Generation performs better for ai & machine learning, winning 6 of 12 benchmarks in our suite with an average 10.4% advantage.
What are the main hardware differences between NVIDIA RTX 5000 Ada Generation and NVIDIA RTX PRO 4000 Blackwell?
NVIDIA RTX 5000 Ada Generation has 32GB VRAM and a 250W TDP, while NVIDIA RTX PRO 4000 Blackwell has 24GB VRAM and a 140W TDP.
Does VRAM matter more than speed between NVIDIA RTX 5000 Ada Generation and NVIDIA RTX PRO 4000 Blackwell?
For AI, yes, NVIDIA RTX 5000 Ada Generation fits 2 more of our 12 workloads than NVIDIA RTX PRO 4000 Blackwell. 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 5000 Ada Generation and NVIDIA RTX PRO 4000 Blackwell?
Stable Diffusion XL: NVIDIA RTX 5000 Ada Generation leads by roughly 49% (12.74 vs 8.56 images/min) in our testing.

NVIDIA RTX 5000 Ada Generation full review · NVIDIA RTX PRO 4000 Blackwell full review · All AI & Machine Learning rankings