NVIDIA GeForce RTX 4090 vs NVIDIA A100 80GB PCIe, AI & Machine Learning Comparison
NVIDIA A100 80GB PCIe wins 8 of 12 benchmarks, averaging 14.2% faster.
Both cards were measured first-party on our bench, same suite, same test rig.
What the numbers say
The gap is widest in LTX-Video (distilled), where NVIDIA A100 80GB PCIe leads by 81% (4.7 vs 8.51 frames/s); the closest fight is Qwen3 32B (1% apart); VRAM decides part of this one: NVIDIA A100 80GB PCIe runs 12 of our 12 AI workloads while the other card runs 8, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 4090 | NVIDIA A100 80GB PCIe | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 260.54 | 198.27 | +31% |
| Llama 3.1 8B tok/s | 171.29 | 161.75 | +6% |
| Qwen2.5-Coder 14B tok/s | 95.12 | 88.36 | +8% |
| Qwen3 32B tok/s | 44.28 | 43.77 | +1% |
| Llama 3.3 70B tok/s | 0 | 22.89 | n/a |
| Stable Diffusion XL images/min | 16.28 | 16.8 | -3% |
| Z-Image Turbo images/min | 7.425 | 9.3 | -20% |
| FLUX.1 dev images/min | 0 | 3.964 | n/a |
| FLUX.1 Kontext dev images/min | 0 | 1.843 | n/a |
| Qwen-Image-Edit images/min | 0 | 1.54 | n/a |
| LTX-Video (distilled) frames/s | 4.7 | 8.51 | -45% |
| Wan 2.2 5B (720p) frames/s | 0.43 | 0.61 | -30% |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 4090 is faster on 1 of 4; NVIDIA A100 80GB PCIe on 3.
| Workflow | NVIDIA GeForce RTX 4090 | NVIDIA A100 80GB PCIe | Difference | Cost per run |
|---|---|---|---|---|
| 24-frame storyboard | 5 min | 3.7 min | NVIDIA A100 80GB PCIe 1.36x faster | $0.013 vs $0.072 |
| 60-second AI short film | 7.9 min | 4.6 min | NVIDIA A100 80GB PCIe 1.74x faster | $0.021 vs $0.090 |
| Full codebase review | 10.5 min | 11.3 min | NVIDIA GeForce RTX 4090 1.08x faster | $0.027 vs $0.224 |
| 10 short social clips | 22.7 min | 15.7 min | NVIDIA A100 80GB PCIe 1.45x faster | $0.059 vs $0.311 |
Renting by the hour, NVIDIA GeForce RTX 4090 finishes 4 of 4 cheaper. The quicker card is not automatically the cheaper way to get the work done.
Cost to rent
| Card | Per hour |
|---|---|
| NVIDIA GeForce RTX 4090 | $0.155 |
| NVIDIA A100 80GB PCIe | $1.190 |
NVIDIA GeForce RTX 4090 is 7.68x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.
Specifications compared
| NVIDIA GeForce RTX 4090 | NVIDIA A100 80GB PCIe | |
|---|---|---|
| VRAM | 24GB | 80GB |
| Architecture | Ada Lovelace | Ampere |
| Memory bandwidth | 1008 GB/s | 1935 GB/s |
| Boost clock | 2,520 MHz | 1,410 MHz |
| TDP | 450 W | 300 W |
| Launch MSRP | $1,599 | $15,000 |
| Release | 2022-10-12 | 2021-06-28 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 4090 or NVIDIA A100 80GB PCIe?
- NVIDIA A100 80GB PCIe performs better for ai & machine learning, winning 8 of 12 benchmarks in our suite with an average 14.2% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 4090 and NVIDIA A100 80GB PCIe?
- NVIDIA GeForce RTX 4090 has 24GB VRAM and a 450W TDP, while NVIDIA A100 80GB PCIe has 80GB VRAM and a 300W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 4090 and NVIDIA A100 80GB PCIe?
- For AI, yes, NVIDIA A100 80GB PCIe fits 4 more of our 12 workloads than NVIDIA GeForce RTX 4090. 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 4090 and NVIDIA A100 80GB PCIe?
- LTX-Video (distilled): NVIDIA A100 80GB PCIe leads by roughly 81% (4.7 vs 8.51 frames/s) in our testing.
NVIDIA GeForce RTX 4090 full review · NVIDIA A100 80GB PCIe full review · All AI & Machine Learning rankings