NVIDIA GeForce RTX 5090 vs NVIDIA RTX A4500, AI & Machine Learning Comparison

NVIDIA GeForce RTX 5090
NVIDIA GeForce RTX 5090
vs
NVIDIA RTX A4500
NVIDIA RTX A4500

NVIDIA GeForce RTX 5090 wins 6 of 8 benchmarks, averaging 180% 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 GeForce RTX 5090 leads by 224% (21.08 vs 6.5 images/min); the closest fight is Qwen3 4B (152% apart); VRAM decides part of this one: NVIDIA GeForce RTX 5090 runs 7 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 5090NVIDIA RTX A4500Difference
Qwen3 4B tok/s375.6148.87+152%
Llama 3.1 8B tok/s268.14100.2+168%
Qwen2.5-Coder 14B tok/s149.7554.29+176%
Qwen3 32B tok/s71.150n/a
Llama 3.3 70B tok/s00n/a
Stable Diffusion XL images/min21.086.5+224%
FLUX.1 dev images/min2.0360n/a
Qwen-Image-Edit images/min00n/a

Whole-job comparison

How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 5090 is faster on 1 of 1; NVIDIA RTX A4500 on 0.

WorkflowNVIDIA GeForce RTX 5090NVIDIA RTX A4500DifferenceCost per run
Full codebase review6.7 min18.4 minNVIDIA GeForce RTX 5090 2.76x faster$0.036 vs $0.058

Renting by the hour, NVIDIA GeForce RTX 5090 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 5090$0.321
NVIDIA RTX A4500$0.190

NVIDIA RTX A4500 is 1.69x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.

Specifications compared

NVIDIA GeForce RTX 5090NVIDIA RTX A4500
VRAM32GB20GB
ArchitectureBlackwell (GB202)Ampere (workstation variant)
Memory bandwidth1792 GB/s640 GB/s
Boost clock2,407 MHz1,575 MHz
TDP575 W200 W
Launch MSRP$1,999$1,199
Release2025-01-302021-11-23

FAQ

Which is better for ai & machine learning: NVIDIA GeForce RTX 5090 or NVIDIA RTX A4500?
NVIDIA GeForce RTX 5090 performs better for ai & machine learning, winning 6 of 8 benchmarks in our suite with an average 180% advantage.
What are the main hardware differences between NVIDIA GeForce RTX 5090 and NVIDIA RTX A4500?
NVIDIA GeForce RTX 5090 has 32GB VRAM and a 575W TDP, while NVIDIA RTX A4500 has 20GB VRAM and a 200W TDP.
Does VRAM matter more than speed between NVIDIA GeForce RTX 5090 and NVIDIA RTX A4500?
For AI, yes, NVIDIA GeForce RTX 5090 fits 3 more of our 12 workloads than NVIDIA RTX A4500. 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 5090 and NVIDIA RTX A4500?
Stable Diffusion XL: NVIDIA GeForce RTX 5090 leads by roughly 224% (21.08 vs 6.5 images/min) in our testing.

NVIDIA GeForce RTX 5090 full review · NVIDIA RTX A4500 full review · All AI & Machine Learning rankings