NVIDIA A100 40GB SXM4 vs NVIDIA RTX 5000 Ada Generation, AI & Machine Learning Comparison

NVIDIA A100 40GB SXM4
NVIDIA A100 40GB SXM4
vs
NVIDIA RTX 5000 Ada Generation
NVIDIA RTX 5000 Ada Generation

NVIDIA A100 40GB SXM4 wins 10 of 12 benchmarks, averaging 96.7% faster.

NVIDIA A100 40GB SXM4'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 FLUX.1 dev, where NVIDIA A100 40GB SXM4 leads by 232% (4.264 vs 1.286 images/min); the closest fight is Qwen3-4B (13% apart); VRAM decides part of this one: NVIDIA RTX 5000 Ada Generation runs 135 of our 12 AI workloads while the other card runs 10, models that don't fit score zero.

Benchmark results head-to-head

BenchmarkNVIDIA A100 40GB SXM4NVIDIA RTX 5000 Ada GenerationDifference
Qwen3-4B tok/s193.14170.72+13%
Llama-3.1-8B tok/s157.26103.18+52%
Qwen2.5-Coder-14B tok/s86.256.66+52%
Qwen3-32B tok/s43.825.88+69%
Llama-3.3-70B tok/s00n/a
Stable Diffusion XL images/min18.57612.74+46%
Z-Image Turbo images/min9.9755.925+68%
FLUX.1 dev images/min4.2641.286+232%
FLUX.1 Kontext dev images/min1.9930.793+151%
Qwen-Image-Edit images/min00n/a
LTX-Video (distilled) frames/s8.953.23+177%
Wan 2.2 5B (720p) frames/s0.660.32+106%

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA A100 40GB SXM4 is faster on 8 of 8; NVIDIA RTX 5000 Ada Generation on 0.

WorkflowNVIDIA A100 40GB SXM4NVIDIA RTX 5000 Ada GenerationDifference
24-frame storyboard3 min5.1 minNVIDIA A100 40GB SXM4 1.69x faster
60-second AI short film4 min9.5 minNVIDIA A100 40GB SXM4 2.38x faster
6-panel comic page4.8 min12.8 minNVIDIA A100 40GB SXM4 2.66x faster
Character sheet, 12 poses6.3 min16 minNVIDIA A100 40GB SXM4 2.56x faster
Full codebase review11.7 min17.6 minNVIDIA A100 40GB SXM4 1.51x faster
10 short social clips13.7 min27.9 minNVIDIA A100 40GB SXM4 2.04x faster
40-product photo shoot22.2 min53.7 minNVIDIA A100 40GB SXM4 2.42x faster
100-photo restoration batch50.2 min2 h 6 minNVIDIA A100 40GB SXM4 2.51x faster

Specifications compared

NVIDIA A100 40GB SXM4NVIDIA RTX 5000 Ada Generation
VRAM40GB32GB
ArchitectureAmpereAda Lovelace
Memory bandwidth1555 GB/s576 GB/s
Boost clock1,410 MHz2,550 MHz
TDP400 W250 W
Launch MSRP$12,000$4,000
Release2020-05-142023-08-09

FAQ

Which is better for ai & machine learning: NVIDIA A100 40GB SXM4 or NVIDIA RTX 5000 Ada Generation?
NVIDIA A100 40GB SXM4 performs better for ai & machine learning, winning 10 of 12 benchmarks in our suite with an average 96.7% advantage.
What are the main hardware differences between NVIDIA A100 40GB SXM4 and NVIDIA RTX 5000 Ada Generation?
NVIDIA A100 40GB SXM4 has 40GB VRAM and a 400W TDP, while NVIDIA RTX 5000 Ada Generation has 32GB VRAM and a 250W TDP.
Does VRAM matter more than speed between NVIDIA A100 40GB SXM4 and NVIDIA RTX 5000 Ada Generation?
For AI, yes, NVIDIA RTX 5000 Ada Generation fits 13 more of our 12 workloads than NVIDIA A100 40GB SXM4. 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 A100 40GB SXM4 and NVIDIA RTX 5000 Ada Generation?
FLUX.1 dev: NVIDIA A100 40GB SXM4 leads by roughly 232% (4.264 vs 1.286 images/min) in our testing.

NVIDIA A100 40GB SXM4 full review · NVIDIA RTX 5000 Ada Generation full review · All AI & Machine Learning rankings