NVIDIA GeForce RTX 4070 vs NVIDIA A100 40GB SXM4, AI & Machine Learning Comparison
NVIDIA A100 40GB SXM4 wins 9 of 11 benchmarks, averaging 55.9% 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 Qwen2.5-Coder 14B, where NVIDIA A100 40GB SXM4 leads by 70% (50.74 vs 86.2 tok/s); the closest fight is Qwen3 4B (29% apart); VRAM decides part of this one: NVIDIA GeForce RTX 4070 runs 135 of our 12 AI workloads while the other card runs 3, models that don't fit score zero.
Benchmark results head-to-head
| Benchmark | NVIDIA GeForce RTX 4070 | NVIDIA A100 40GB SXM4 | Difference |
|---|---|---|---|
| Qwen3 4B tok/s | 149.68 | 193.14 | -23% |
| Llama 3.1 8B tok/s | 93.16 | 157.26 | -41% |
| Qwen2.5-Coder 14B tok/s | 50.74 | 86.2 | -41% |
| Qwen3 32B tok/s | 0 | 43.8 | n/a |
| Llama 3.3 70B tok/s | 0 | 0 | n/a |
| Z-Image Turbo images/min | 0 | 9.975 | n/a |
| FLUX.1 dev images/min | 0 | 4.264 | n/a |
| FLUX.1 Kontext dev images/min | 0 | 1.993 | n/a |
| Qwen-Image-Edit images/min | 0 | 0 | n/a |
| LTX-Video (distilled) frames/s | 0 | 8.95 | n/a |
| Wan 2.2 5B (720p) frames/s | 0 | 0.66 | n/a |
Whole-job comparison
How long each card takes to finish a complete pipeline, not just one model. NVIDIA GeForce RTX 4070 is faster on 0 of 1; NVIDIA A100 40GB SXM4 on 1.
| Workflow | NVIDIA GeForce RTX 4070 | NVIDIA A100 40GB SXM4 | Difference | Cost per run |
|---|---|---|---|---|
| Full codebase review | 19.7 min | 11.7 min | NVIDIA A100 40GB SXM4 1.69x faster | $0.025 vs $0.195 |
Renting by the hour, NVIDIA GeForce RTX 4070 finishes 1 of 1 cheaper. The quicker card is not automatically the cheaper way to get the work done.
Cost to rent
| Card | Per hour |
|---|---|
| NVIDIA GeForce RTX 4070 | $0.076 |
| NVIDIA A100 40GB SXM4 | $1.000 |
NVIDIA GeForce RTX 4070 is 13.16x cheaper per hour. Cheapest on-demand rate we see across RunPod and Vast.
Specifications compared
| NVIDIA GeForce RTX 4070 | NVIDIA A100 40GB SXM4 | |
|---|---|---|
| VRAM | 12GB | 40GB |
| Architecture | Ada Lovelace | Ampere |
| Memory bandwidth | 504 GB/s | 1555 GB/s |
| Boost clock | 2,475 MHz | 1,410 MHz |
| TDP | 200 W | 400 W |
| Launch MSRP | $599 | $12,000 |
| Release | 2023-04-13 | 2020-05-14 |
FAQ
- Which is better for ai & machine learning: NVIDIA GeForce RTX 4070 or NVIDIA A100 40GB SXM4?
- NVIDIA A100 40GB SXM4 performs better for ai & machine learning, winning 9 of 11 benchmarks in our suite with an average 55.9% advantage.
- What are the main hardware differences between NVIDIA GeForce RTX 4070 and NVIDIA A100 40GB SXM4?
- NVIDIA GeForce RTX 4070 has 12GB VRAM and a 200W TDP, while NVIDIA A100 40GB SXM4 has 40GB VRAM and a 400W TDP.
- Does VRAM matter more than speed between NVIDIA GeForce RTX 4070 and NVIDIA A100 40GB SXM4?
- For AI, yes, NVIDIA GeForce RTX 4070 fits 7 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 GeForce RTX 4070 and NVIDIA A100 40GB SXM4?
- Qwen2.5-Coder 14B: NVIDIA A100 40GB SXM4 leads by roughly 70% (50.74 vs 86.2 tok/s) in our testing.
NVIDIA GeForce RTX 4070 full review · NVIDIA A100 40GB SXM4 full review · All AI & Machine Learning rankings