NVIDIA GeForce RTX 5090 vs NVIDIA Quadro RTX 8000, AI & Machine Learning Comparison
NVIDIA GeForce RTX 5090 wins 7 of 8 benchmarks, averaging 638.8% faster.
NVIDIA Quadro RTX 8000'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 Z-Image Turbo, where NVIDIA GeForce RTX 5090 leads by 2283% (10.725 vs 0.45 images/min); the closest fight is Qwen3 4B (196% apart); VRAM decides part of this one: NVIDIA Quadro RTX 8000 runs 7 of our 12 AI workloads while the other card runs 7, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 5090 | NVIDIA Quadro RTX 8000 | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 375.6 | 127.01 | +196% |
| Llama 3.1 8B tok/s | 268.14 | 84.68 | +217% |
| Qwen2.5-Coder 14B tok/s | 149.75 | 46.74 | +220% |
| Qwen3 32B tok/s | 71.15 | 21.98 | +224% |
| Llama 3.3 70B tok/s | 0 | 0 | n/a |
| Stable Diffusion XL images/min | 21.08 | 6.18 | +241% |
| Z-Image Turbo images/min | 10.725 | 0.45 | +2283% |
| FLUX.1 dev images/min | 2.036 | 0.171 | +1091% |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 5090 is faster on 2 of 2; NVIDIA Quadro RTX 8000 on 0.
| Workflow | NVIDIA GeForce RTX 5090 | NVIDIA Quadro RTX 8000 | Difference |
|---|---|---|---|
| Full codebase review | 6.7 min | 21.4 min | NVIDIA GeForce RTX 5090 3.20x faster |
| 24-frame storyboard | 12.5 min | 54.9 min | NVIDIA GeForce RTX 5090 4.41x faster |
Specifications compared
| NVIDIA GeForce RTX 5090 | NVIDIA Quadro RTX 8000 | |
|---|---|---|
| VRAM | 32GB | 48GB |
| Architecture | Blackwell (GB202) | Turing (TU102) |
| Memory bandwidth | 1792 GB/s | 672 GB/s |
| Boost clock | 2,407 MHz | 1,770 MHz |
| TDP | 575 W | 260 W |
| Launch MSRP | $1,999 | $9,999 |
| Release | 2025-01-30 | 2018-08-27 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 5090 or NVIDIA Quadro RTX 8000?
- NVIDIA GeForce RTX 5090 performs better for ai & machine learning, winning 7 of 8 benchmarks in our suite with an average 638.8% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 5090 and NVIDIA Quadro RTX 8000?
- NVIDIA GeForce RTX 5090 has 32GB VRAM and a 575W TDP, while NVIDIA Quadro RTX 8000 has 48GB VRAM and a 260W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 5090 and NVIDIA Quadro RTX 8000?
- For AI, yes, NVIDIA Quadro RTX 8000 fits 2 more of our 12 workloads than NVIDIA GeForce RTX 5090. 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 Quadro RTX 8000?
- Z-Image Turbo: NVIDIA GeForce RTX 5090 leads by roughly 1028% (10.725 vs 0.45 images/min) in our testing.
NVIDIA GeForce RTX 5090 full review · NVIDIA Quadro RTX 8000 full review · All AI & Machine Learning rankings